{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f6aaf3d8-f7d7-4637-b21f-a55a5f5a34f9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gensim version: 4.3.2\n",
      "jieba version: 0.42.1\n"
     ]
    }
   ],
   "source": [
    "import gensim\n",
    "print(f\"gensim version: {gensim.__version__}\")\n",
    "\n",
    "import jieba\n",
    "print(f\"jieba version: {jieba.__version__}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "63d2f6f9-9be3-44b4-8c23-01b2f7ebc0ab",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from matplotlib import rcParams\n",
    "plt.rcParams['font.family'] = ['Microsoft YaHei']\n",
    "plt.rcParams['font.size'] = 12\n",
    "plt.style.use(\"fivethirtyeight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "680955da-ce72-4c3c-a1aa-f4db537a44d2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import string\n",
    "en_punctuations = string.punctuation\n",
    "cn_punctuations = '＂＃＄％＆＇（）＊＋，－／：；＜＝＞＠［＼］＾＿｀｛｜｝～｟｠｢｣､\\u3000、〃〈〉《》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏﹑﹔·！？｡。'\n",
    "\n",
    "class Corpus:\n",
    "    def __init__(self, fname):\n",
    "        self.fname = fname\n",
    "        self.stopwords = set([\"你\", \"我\", \"他\", \"又\", \"不\", \"是\", \"了\", \"的\", \"地\", \"得\", \"也\"])\n",
    "    \n",
    "    def __iter__(self):\n",
    "        with open(self.fname, 'r') as file:\n",
    "            for line in file:\n",
    "                line = line.strip().translate(str.maketrans('', '', en_punctuations+cn_punctuations))\n",
    "                if not line: continue\n",
    "                yield [word for word in jieba.lcut(line) if word not in self.stopwords]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "dea29ef7-6655-4a1e-aab2-dc877a0b364e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "import pandas as pd\n",
    "\n",
    "pd.set_option('display.max_rows', 120)\n",
    "corpus = Corpus(\"射雕英雄传.txt\")\n",
    "# corpus = Corpus(\"长相思.txt\")\n",
    "\n",
    "word_counts = defaultdict(int)\n",
    "for word_of_lines in corpus:\n",
    "    for word in word_of_lines:\n",
    "        word_counts[word] += 1\n",
    "\n",
    "# 将结果转换为 DataFrame\n",
    "word_count_df = pd.DataFrame.from_dict(word_counts, orient=\"index\", columns=[\"count\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6455575e-833d-472d-8f58-bc24d1f70355",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "low_freq_ratio: 67.69%\n"
     ]
    },
    {
     "data": {
      "image/png": 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5e+yxR2ELkEMPPXStfaIPOeSQfOYzn8ny5cvzxBNP5JRTTlnv/uVJCqXmhrbSqMi6niLfYYcd1vmZZcuWJVm1t3dF+1x/XHl5+Ubf0+ZWq1atdf4iYeXKlYWfv//976+xjc66fPx7Xv1dJKnwSf2tpUOHDvnLX/6SU045JY888kjKy8szZMiQjS7M58yZk+7du2fGjBlJkn322Sdf+tKX0rFjx3z2s5/NZz/72dx5550ZPHhwle63pKQkP/vZz3LCCSfkd7/7XR544IEsX748Y8eOzdixY3PsscfmhhtuqHAPfQAANp3CHACAbapbt2658847k6x6YrxOnTp58803C+c+qV69ejnggAPyxBNPFPYxX12YN2zYMF/84hfX+kyTJk0yderUvPvuuyktLV1nCb7a6qeia9euXdjPfGOs3vqkvLw8CxYsKLy0tCLrexFnMWjUqFHh55YtW270E+wf3wZmQ/t5L1q0aONubiPVrl07V199dR599NGUlZXl6aef3uhrXHnllYWy/Ne//nW++93vrjWzOX8J0rlz59xwww254oorcvvtt2fo0KFZsGBBRo8enfPPP3+9L6YFAGDjeeknAADb1Je//OXCVhwTJ04sbMeSZJ1PM69+inzu3LmZMmVKYZuNww47rMJtPfbZZ58kq/aTXv0y0XUpLS3N5MmTkyRf+MIXNmmbkM9+9rOFn//xj3+sd3ZD57e1PfbYo/Dzhr67inx8z+2Pvwy0Ihs6vzm0bNkyzZo1S5JN2k5l7NixSVbtt15RWZ6kUKhvTjvvvHN++MMfZtKkSYVtfu65556i/4ULAEB1ozAHAGCbaty4ceGp8MmTJxeeFm/Tpk06dOhQ4Wc+XqTfc889mTNnTpKKt2NJkqOOOqrw85AhQ9Z7Pw888EDhSeivfe1rlVzFmg4++ODCz7fddts65+bMmZMHHnhgkzK2ltatW6d9+/ZJkkcffTRvvfXWRn1+//33L/zS4Z577llji5ZPuummmzb9RpO8//77G5xZsmRJFixYkCRp27btGuc+/jcPFi9eXOHnV//tg3X9rYH333+/UKqvy8dzNvap+hYtWhT+uywvL8/06dM36vMAAKyfwhwAgG1u9dYrc+fOzfPPP7/GsYp87nOfy84775wkGTVqVOH4ugrzbt265XOf+1yS5H/+53/Wub/0lClTctFFFyVZ9YLQU089daPWsdqRRx6ZXXbZJcmqkvnmm29ea+b999/Paaedlg8++GCTMramM844I0myYsWKfOc73ykUzp/0+uuvr/XUdZMmTQq/sJgxY0bOP//8lJWVrfXZK6+8Mn//+9+rdJ+HHXZYRo8eXeH1k1UF86WXXlp4svyTvxBZ/d9UksJ/h5+0uih/6aWX8vrrr69xbuXKlTnvvPPW+f1sTM5NN920xv7xH1/Diy++mGTVPuer/zsDAGDzsIc5AADbXLdu3fKrX/0qK1asKDzBvK7yO1n1UsnDDz88DzzwQN54440kq55IX/0k9CeVlJTkpptuSvfu3fP+++/nl7/8ZcaMGZM+ffqkbdu2+eCDDzJp0qTcddddWbZsWWrXrp1hw4alYcOGm7SeOnXq5Be/+EXOPPPMJMn555+fxx9/PF//+tfTqFGjvPrqq7n11lszY8aMnHTSSbnrrrs2KWdrOeusszJy5Mg8//zzef7557Pffvvl5JNPzr777ps6depk5syZmTBhQsaOHZsWLVqs9flLL70048ePz9KlS/OnP/0pL730Uk4++eS0bNkys2bNyr333punnnoq/fr1K+xnvyneeOONfPvb307btm3TvXv3fP7zn0+zZs3y0UcfZdq0aXnggQfywgsvJFm1VcyAAQPW+PyBBx5Y+PkPf/hDPvOZz6Rz58555pln8stf/jLJqr+t8Mc//jHLli3LMccck+9///tp3759Zs2alTvuuCP/+c9/cvjhhxf216/IAQcckJEjRyZJzj333Pz3f/93GjVqlBkzZuTcc89NkvzoRz/KkCFD0qtXr3Tp0iX169fP3Llz88ADDxT+FkbPnj0V5gAAm1nJwoULN98baQAAYBOUlZWlQ4cOhSdza9WqlWnTpq33hZt33HHHGoXnKaecssHtVv71r3/l5JNPXu8e0zvttFNuvvnmCp9wf/PNN9OlS5ckSb9+/TJ06ND15v3617/Or371qwpfArnddtvl0ksvTdu2bfOd73wnSXLdddfl29/+9nqv+UlPPPFE4Unpiy++OBdccEGlP3vsscfm73//e2rVqpX58+evd3bevHk58cQTN7jn+lFHHZXhw4evdXzcuHE55ZRT1vlE/VFHHZUhQ4akU6dOSZK+ffvm+uuvr+RKVmnevHlWrFixwbmDDz44N998c1q1arXWuX79+uWhhx5a6/jqvcLffffd9OjRo/CLmo/bbrvtcsUVV+S9997LVVddlWTVNkO77bbbGnNLlizJoYceutb2NoceemhGjx6dJBt82eyBBx6Yu+66a70vlAUAYOPZkgUAgG1uu+22y5e//OXCn/fdd98NFoYfn0/W/0T6ap///Ofz3HPP5corr8xhhx2Wpk2bpk6dOtl5551z4IEH5mc/+1n+9a9/rXc7mI3xox/9KI888ki+/vWvp3nz5qlbt25atWqV4447Lo888kjhaeLqoGnTphk7dmyuv/76dO/ePc2bN0/t2rWz4447plOnTunbt2/uu+++CsvyZNXfInjmmWdy1lln5bOf/Ww+85nPZOedd87BBx+c6667LnfffXfq1q1bpXt88cUXc9VVV+XrX/96OnXqlAYNGqRWrVpp2LBh9tprr3z729/Offfdl//5n/+psCxPkmHDhmXAgAFp3bp16tSpkyZNmuTYY48tnG/WrFnGjx+fc845J5/97GdTt27dNGnSJD169MiDDz6Ys88+e4P32aBBg4wePTrf/OY3s/POO6dOnTpp3br1GnvzP/zwwzn55JOz5557pmHDhqlTp05atmyZnj175uabb87//M//KMsBALYAT5gDAABFYeHChWnXrl2STXvCHAAAqsoT5gAAAAAAEIU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJElKFi5cWL6tbwIAAAAAALY1T5gDAAAAAEAU5gAAAAAAkERhvs0tW7Ysr7/+epYtWyavGmXJk1esWfLkFWuWPHnFmiVPXjHn1eS1yaveeTV5bfKqd15NXpu86p1Xk9dWE/MU5kVg5cqV8qphljx5xZolT16xZsmTV6xZ8uQVc15NXpu86p1Xk9cmr3rn1eS1yaveeTV5bTUtT2EOAAAAAABRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAECSIi3MJ06cmBNOOCHt27dP8+bNs/fee+d3v/vdGjMzZsxI//7906lTp7Ro0SKHHHJIbr311gqvt3LlygwdOjQHHnhgWrRokc6dO2fAgAGZP39+hfOTJk1K796907Zt27Ru3TrHHntsJk6cuNnXCQAAAABA8ai9rW/gk37zm9/kl7/8ZerXr5/DDz88O++8c958883885//LMxMnz493bt3z4IFC9KtW7c0adIkY8aMycCBA/P222/nkksuKcyWl5fnjDPOyKhRo9KpU6ccf/zxefHFF3PHHXdk0qRJGTduXBo2bFiYHz16dPr165d69erlqKOOyvLly/Poo4+mV69eGT58eHr06LFVvw8AAAAAALaOoirMR40alV/84hc58MADc+edd6Z58+aFcx999FHh54EDB2bevHm5+eab06dPnyTJzJkzc/jhh+faa6/NySefnPbt2ydJ7rvvvowaNSo9e/bMn//859SuXTvl5eXp379/7rnnngwZMiQ//elPkyRLlizJgAEDUr9+/YwfPz4dO3ZMkowbNy59+vTJBRdckK985SupXbuovjYAAAAAADaDotmS5aOPPspPfvKT7Lzzzrn77rvXKMuTpE6dOkmSqVOnZvz48TnooIMKZXmStGrVKueee27KysoyYsSIwvFhw4YlSa644opC0V1SUpJLL700tWrVyvDhwwuz999/f+bPn5/+/fsXyvIk6datW7p3754333wzTz311OZfPAAAAAAA21zRFOaPPfZY3nnnnZx++unZeeed1zk3bty4JMnRRx+91rnu3bsnSaHUXrRoUZ577rl07ty58MT5ai1btszee++dGTNm5K233kqSPP7445W+NgAAAAAANUvR7C0yYcKEJKuK6VmzZuW+++7LrFmz0rp16/Tq1SstW7ZMkrz88stJkr322muta3Ts2DElJSV54403kiSvvvpqysrKKpxNks6dO2fy5Ml544030rZt28K199xzzwpnk+T111+v4koBAAAAAChGRVOYv/TSS0mSuXPn5lvf+lYWL15cOPeLX/wit912W3r06JFZs2YlSZo1a7bWNerWrZtGjRrlvffeS5L1ziZJ06ZNk6QwP3v27DRo0CD16tVb5+zChQs3uJZly5ZtcGa1FStWrPHvLa0m59Xktcmr3nk1eW3yqndeTV6bvOqdV5PXJk9esWbJk1esWfLkFWuWPHnFmiWvYttvv32lZ4umMF+wYEGS5Cc/+UkuvPDCnHDCCfnoo4/ypz/9KVdccUXOPPPMPP/881m6dGmSdS9y++23z5IlS5KkUrNJsnz58iTJhx9+mJ122qlSs+vzzjvvZOXKlRuc+7g5c+Zs1HxV1eS8mrw2edU7ryavTV71zqvJa5NXvfNq8trkySvWLHnyijVLnrxizZInr1iz5P2fWrVqZffdd6/0dYumMF/9VPaJJ56YH/zgB4XjF1xwQV555ZXce++9uf/++wsv7iwtLa3wOitWrCg8IV6Z2STZYYcdCvOVnV2fXXfddYMzH7/unDlz0qJFi9StW7fSn9tUNTmvJq9NXvXOq8lrk1e982ry2uRV77yavDZ58oo1S568Ys2SJ69Ys+TJK9YseVVXNIV5/fr1kyRf/epX1zrXvXv33HvvvXnllVfSqFGjJP/3RPrHlZaWZtGiRdltt92SZL2zSTJ//vwkSfPmzQvz8+bNS2lpaaFsX9fs+mzMI/6r1a1bd5M+t6lqcl5NXpu86p1Xk9cmr3rn1eS1yaveeTV5bfLkFWuWPHnFmiVPXrFmyZNXrFnyNt12m/2Km6hdu3ZJUuFWJjvuuGPh5w4dOiRZ9ULPT5o2bVpWrlyZPfbYY4Ozq4+XlJSsMV9WVpapU6dWOJukMAsAAAAAQM1SNIX5wQcfnCR58skn1zr3wgsvJEk6deqUrl27JknGjh271txjjz2WJDnyyCOTrCrh27RpkxdeeCGzZ89eY3bu3LmZPHly9ttvvzRu3DhJNuraAAAAAADULEVTmB9//PHZcccdM2TIkLz55puF46+88kpuvPHG1KtXL7169cqhhx6aDh065LHHHiuU2MmqF20OGTIkTZo0SZ8+fQrH+/Xrl9LS0gwaNChlZWVJkvLy8gwaNCilpaU5++yzC7MnnXRS6tSpk6FDh2bGjBmF4xMmTMiYMWPSrVu3dOzYcUt+DQAAAAAAbCNFs4d58+bNc+WVV+acc87JYYcdlqOOOioffvhhJkyYkKVLl+b6668v7B9+zTXX5Ljjjkvfvn3To0ePNGzYMGPGjMnixYtz5513pkGDBoXrnnPOOXn44YczcuTITJkyJfvuu28mT56cyZMnp1evXundu3dhtl27drnoooty2WWXpWvXrunZs2c++OCDjBkzJk2bNs3VV1+91b8XAAAAAAC2jqJ5wjxJTj755Nxzzz3Za6+98vDDD+evf/1r9ttvv4waNSonnHBCYa5r16555JFHcuihh2bixIkZPXp0unTpkocffjjHHHPMGtesV69eHnrooZx11lmZN29eRowYkaVLl+byyy/PLbfckpKSkjXmBw4cmOuvvz6tW7fOqFGj8vTTT6d3796ZMGFCYZ91AAAAAABqnqJ5wny1Hj16pEePHhuc23///fPggw9W6pqNGjXK4MGDM3jw4ErN9+3bN3379q3ULAAAAAAANUNRPWEOAAAAAADbisIcAAAAAACiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCRJ7W19A58WjW+buZ6z9ZLMr/DMwtNabZH7AQAAAABgTZ4wBwAAAACAKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSJLW39Q2wZTS+beZ6ztZLMr/CMwtPa7VF7gcAAAAAoNh5whwAAAAAAKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASFJkhfl5552Xxo0bV/jPo48+usbsjBkz0r9//3Tq1CktWrTIIYcckltvvbXC665cuTJDhw7NgQcemBYtWqRz584ZMGBA5s+fX+H8pEmT0rt377Rt2zatW7fOsccem4kTJ2729QIAAAAAUDxqb+sb+Lj58+enpKQkZ5555lrndtttt8LP06dPT/fu3bNgwYJ069YtTZo0yZgxYzJw4MC8/fbbueSSSwqz5eXlOeOMMzJq1Kh06tQpxx9/fF588cXccccdmTRpUsaNG5eGDRsW5kePHp1+/fqlXr16Oeqoo7J8+fI8+uij6dWrV4YPH54ePXps2S8BAAAAAIBtoqgK8wULFmSnnXbK4MGD1zs3cODAzJs3LzfffHP69OmTJJk5c2YOP/zwXHvttTn55JPTvn37JMl9992XUaNGpWfPnvnzn/+c2rVrp7y8PP37988999yTIUOG5Kc//WmSZMmSJRkwYEDq16+f8ePHp2PHjkmScePGpU+fPrngggvyla98JbVrF9XXBgAAAADAZlBUW7IsWLAgTZs2Xe/M1KlTM378+Bx00EGFsjxJWrVqlXPPPTdlZWUZMWJE4fiwYcOSJFdccUWh6C4pKcmll16aWrVqZfjw4YXZ+++/P/Pnz0///v0LZXmSdOvWLd27d8+bb76Zp556arOsFQAAAACA4lJUhfn8+fPTpEmT9c6MGzcuSXL00Uevda579+5JUii1Fy1alOeeey6dO3cuPHG+WsuWLbP33ntnxowZeeutt5Ikjz/+eKWvDQAAAABAzVJUe4u89957mTlzZi644IJsv/32adeuXXr27JnWrVsXZl5++eUkyV577bXW5zt27JiSkpK88cYbSZJXX301ZWVlFc4mSefOnTN58uS88cYbadu2beHae+65Z4WzSfL6669XbZEAAAAAABSloinMFy5cmNLS0rz11luFbVSS5MILL8xPfvKTDBw4MEkya9asJEmzZs3WukbdunXTqFGjvPfeexucTVLY/mX1/OzZs9OgQYPUq1dvnbMLFy7c4FqWLVu2wZnK2pzX2hZ5K1asWOPfW9LWzJInr1iz5Mkr1ix58oo1S568Ys6ryWuTV73zavLa5FXvvJq8NnnVO68mr6265G2//faVni2awrxBgwaZNm1aGjZsmLKyssyYMSP33Xdfrrnmmlx22WVp1apVTjjhhCxdujTJuhe5/fbbZ8mSJUlSqdkkWb58eZLkww8/zE477VSp2fV55513snLlyk8cXbuEr4y33357kz639fPWb86cOVvkuts6S568Ys2SJ69Ys+TJK9YsefKKOa8mr01e9c6ryWuTV73zavLa5FXvvJq8tmLOq1WrVnbfffdKX7doCvNatWqtsX95+/bt86Mf/Sht2rTJ9773vVx33XU54YQTCi/uLC0trfA6K1asKDwhXpnZJNlhhx0K85WdXZ9dd921gqPzN/i5irRp02aTPrf18yq2YsWKzJkzJy1atEjdunU367W3ZZY8ecWaJU9esWbJk1esWfLkFXNeTV6bvOqdV5PXJq9659Xktcmr3nk1eW01Ma9oCvN16dOnT84777y89NJLKS8vT6NGjZIkCxYsWGu2tLQ0ixYtym677ZYk651NVr1kNEmaN29emJ83b15KS0sLZfu6ZtdnYx7x35rX2pZ5devW3Wpr2ZpZ8uQVa5Y8ecWaJU9esWbJk1fMeTV5bfKqd15NXpu86p1Xk9cmr3rn1eS11aS87Tb7FTezOnXqrLHwDh06JFn1Qs9PmjZtWlauXJk99thjg7Orj5eUlKwxX1ZWlqlTp1Y4m6QwCwAAAABAzVL0hfm///3vLF68OJ06dUpJSUm6du2aJBk7duxas4899liS5Mgjj0yStGvXLm3atMkLL7yQ2bNnrzE7d+7cTJ48Ofvtt18aN26cJBt1bQAAAAAAapaiKcxfeeWVvPbaa2scmzVrVs4999wkyamnnpokOfTQQ9OhQ4c89thjhRI7WfWizSFDhqRJkybp06dP4Xi/fv1SWlqaQYMGpaysLElSXl6eQYMGpbS0NGeffXZh9qSTTkqdOnUydOjQzJgxo3B8woQJGTNmTLp165aOHTtu9rUDAAAAALDtFc0e5q+99lpOOeWUHHjggenUqVNmz56dp556KkuWLEnv3r1z5plnJln1ctBrrrkmxx13XPr27ZsePXqkYcOGGTNmTBYvXpw777wzDRo0KFz3nHPOycMPP5yRI0dmypQp2XfffTN58uRMnjw5vXr1Su/evQuz7dq1y0UXXZTLLrssXbt2Tc+ePfPBBx9kzJgxadq0aa6++uqt/r0AAAAAALB1FM0T5nvttVe6d++eV199NX/6058yadKk7L333rnuuutyyy23ZLvt/u9Wu3btmkceeSSHHnpoJk6cmNGjR6dLly55+OGHc8wxx6xx3Xr16uWhhx7KWWedlXnz5mXEiBFZunRpLr/88txyyy0pKSlZY37gwIG5/vrr07p164waNSpPP/10evfunQkTJqRdu3Zb46sAAAAAAGAbKJonzHfffffcc889lZ7ff//98+CDD1ZqtlGjRhk8eHAGDx5cqfm+ffumb9++lb4XAAAAAACqv6J5whwAAAAAALYlhTkAAAAAAERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEmKvDD/4x//mMaNG+fYY49d69yMGTPSv3//dOrUKS1atMghhxySW2+9tcLrrFy5MkOHDs2BBx6YFi1apHPnzhkwYEDmz59f4fykSZPSu3fvtG3bNq1bt86xxx6biRMnbta1AQAAAABQXIq2MP/www9z1VVXVXhu+vTp+fKXv5yRI0emS5cuOe644zJr1qwMHDgwl1566Rqz5eXlOeOMMzJo0KCUl5fn+OOPzy677JI77rgjRx11VBYvXrzG/OjRo3Psscfm2WefTY8ePXLEEUfk2WefTa9evTJ27Ngttl4AAAAAALatoi3Mhw4dmrlz51Z4buDAgZk3b15uuummjBw5MjfccEOefPLJNG3aNNdee22mTZtWmL3vvvsyatSo9OzZM0899VR+//vf569//Wu+9a1v5bXXXsuQIUMKs0uWLMmAAQNSv379TJgwITfffHPuvPPODB8+POXl5bngggtSWlq6xdcOAAAAAMDWV5SF+bRp0/K73/0uZ5555lrnpk6dmvHjx+eggw5Knz59CsdbtWqVc889N2VlZRkxYkTh+LBhw5IkV1xxRWrXrp0kKSkpyaWXXppatWpl+PDhhdn7778/8+fPT//+/dOxY8fC8W7duqV79+55880389RTT2329QIAAAAAsO0VZWH+wx/+MA0aNMhPfvKTtc6NGzcuSXL00Uevda579+5JUii1Fy1alOeeey6dO3dO+/bt15ht2bJl9t5778yYMSNvvfVWkuTxxx+v9LUBAAAAAKhZiq4w/+Mf/5iJEyfm5z//eRo1arTW+ZdffjlJstdee611rmPHjikpKckbb7yRJHn11VdTVlZW4WySdO7cOUkK86uvveeee65z9vXXX9/YJQEAAAAAUA3U3tY38HFTp07NxRdfnEMOOSQnnXRShTOzZs1KkjRr1mytc3Xr1k2jRo3y3nvvbXA2SZo2bZokhfnZs2enQYMGqVev3jpnFy5cuMF1LFu2bIMzlbU5r7Ut8lasWLHGv7ekrZklT16xZsmTV6xZ8uQVa5Y8ecWcV5PXJq9659Xktcmr3nk1eW3yqndeTV5bdcnbfvvtKz1bNIX5Rx99lLPOOiu1atXK9ddfn5KSkgrnli5dmmTdi9x+++2zZMmSSs8myfLly5MkH374YXbaaadKza7PO++8k5UrV37i6NolfGW8/fbbm/S5rZ+3fnPmzNki193WWfLkFWuWPHnFmiVPXrFmyZNXzHk1eW3yqndeTV6bvOqdV5PXJq9659XktRVzXq1atbL77rtX+rpFU5hfeOGFef755zNs2LDstttu65xb/eLO0tLSCs+vWLGi8IR4ZWaTZIcddijMV3Z2fXbdddcKjs7f4Ocq0qZNm0363NbPq9iKFSsyZ86ctGjRInXr1t2s196WWfLkFWuWPHnFmiVPXrFmyZNXzHk1eW3yqndeTV6bvOqdV5PXJq9659XktdXEvKIozG+//fbceuutOe2003L88cevd3b1vuYLFixY61xpaWkWLVpUKNzXN5sk8+evKpWbN29emJ83b15KS0sLZfu6ZtdnYx7x35rX2pZ5devW3Wpr2ZpZ8uQVa5Y8ecWaJU9esWbJk1fMeTV5bfKqd15NXpu86p1Xk9cmr3rn1eS11aS8onjp59VXX50kue2229K4ceM1/kmSv//974U/d+jQIcmqF3p+0rRp07Jy5crsscceSbLe2dXHS0pK1pgvKyvL1KlTK5xNUpgFAAAAAKBmKYonzE888cTCizc/adiwYWnZsmW++tWvJkm6du2aX//61xk7dmzOPPPMNWYfe+yxJMmRRx6ZJGnXrl3atGmTF154IbNnz84uu+xSmJ07d24mT56c/fbbr1DMd+3aNU899VTGjh27VjH+yWsDAAAAAFCzFEVh/pOf/GSd54YNG5bdd989gwcPTpKsXLkyHTp0yGOPPZbHHnusUGC/8847GTJkSJo0aZI+ffoUPt+vX79cccUVGTRoUG688cZst912KS8vz6BBg1JaWpqzzz67MHvSSSfld7/7XYYOHZrevXundevWSZIJEyZkzJgx6datWzp27LglvgIAAAAAALaxoijMN0atWrVyzTXX5Ljjjkvfvn3To0ePNGzYMGPGjMnixYtz5513pkGDBoX5c845Jw8//HBGjhyZKVOmZN99983kyZMzefLk9OrVK7179y7MtmvXLhdddFEuu+yydO3aNT179swHH3yQMWPGpGnTpoWtYwAAAAAAqHmKYg/zjdW1a9c88sgjOfTQQzNx4sSMHj06Xbp0ycMPP5xjjjlmjdl69erloYceyllnnZV58+ZlxIgRWbp0aS6//PLccsstKSkpWWN+4MCBuf7669O6deuMGjUqTz/9dHr37p0JEyakXbt2W3GVAAAAAABsTUX/hPnChQsrPL7//vvnwQcfrNQ1GjVqlMGDBxe2ddmQvn37pm/fvpW9RQAAAAAAaoBq+YQ5AAAAAABsbgpzAAAAAACIwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACBJFQvzmTNnbq77AAAAAACAbapKhfnnPve5nHjiiXn00UdTXl6+ue4JAAAAAAC2uioV5ueff35eeeWV9O3bN/vss0+uuuoqT50DAAAAAFAtVakwv+iii/L8889n9OjROeKII3LdddelS5cuOfHEEzNmzBhPnQMAAAAAUG1slpd+HnLIIRk6dGheffXV3HjjjSkrK8upp56affbZJ7/+9a8zd+7czREDAAAAAABbzGYpzFf76KOPsmzZsqxYsSJlZWVZtmxZfvOb3+Tzn/98fv3rX2/OKAAAAAAA2KxqV/UCH330UcaMGZORI0dm7NixWb58eQ4//PDcdNNNOfbYYzNv3rzccMMN+c1vfpOysrL8+Mc/3hz3DQAAAAAAm1WVCvPzzjsvDz74YBYvXpxmzZrl7LPPzne+8520a9euMLPLLrvk5z//eRo0aJCbbrpJYQ4AAAAAQFGqUmF+55135vDDD8+pp56aY489NrVrr/tyzZs3z7Jly6oSBwAAAAAAW0yVCvP//d//XeNp8vXp169f+vXrV5U4AAAAAADYYqr00s9Bgwbl9NNPr/Dc8ccfn0GDBlXl8gAAAAAAsNVUqTB/4okn0r179wrPHXPMMXnwwQercnkAAAAAANhqqlSYL1u2LDvssEOF53beeefMnTu3KpcHAAAAAICtpkqF+e67756//vWvFZ579tlns/POO1fl8gAAAAAAsNVUqTA//vjj86c//SnDhg1b4/hf/vKX3HLLLTn66KOrdHMAAAAAALC11K7Kh88999w88cQT+dGPfpSrrroq7dq1y+zZs/POO++kXbt2ufjiizfXfQIAAAAAwBZVpSfMa9eunXvvvTe//e1vs/fee2fhwoVp3rx5fvjDH2b8+PG2ZAEAAAAAoNqo0hPmSbLddtvltNNOy2mnnbY57gcAAAAAALaJKj1hDgAAAAAANUWVnjBfsWJFrr766tx3332ZMWNGVqxYscb5kpKSzJ8/v0o3CAAAAAAAW0OVCvOf/vSnGTZsWFq3bp0ePXpkxx133Fz3BQAAAAAAW1WVCvO//OUv+cY3vpFbb701221ndxcAAAAAAKqvKrXcH374YY477jhlOQAAAAAA1V6Vmu7u3bvnpZde2lz3AgAAAAAA20yVCvOrrroq48ePz+23356FCxduplsCAAAAAICtr0p7mHfq1CklJSX55z//mR/+8IdrnS8pKcn8+fOrEgEAAAAAAFtFlQrzE088MSUlJZvrXgAAAAAAYJupUmF+/fXXb677AAAAAACAbapKe5ivVl5enrfffjvPPPNMlixZsjkuCQAAAAAAW1WVC/Nbbrkle+yxR7p06ZKjjz46L730UpLkpz/9aeFnAAAAAAAodlUqzG+44Yacf/75+eIXv5hLLrkk5eXlhXMffPBBfvvb31b5BgEAAAAAYGuoUmE+bNiwnHrqqbnrrrty5plnrnFuv/32y3PPPVelmwMAAAAAgK2lSoX5jBkzcsQRR1R4rmHDhpkzZ05VLg8AAAAAAFtNlQrzli1b5n//938rPPfvf/87jRs3rsrlAQAAAABgq6lSYX7iiSfmD3/4Q2666aasWLEiSVJSUpKnn346N954Y3r27LlZbhIAAAAAALa0KhXm559/frp165YLL7ww//Vf/5Uk+eY3v5ljjjkmzZs3z89+9rPNcpMAAAAAALCl1a7Sh2vXzt13350HH3wwjzzySObOnZtGjRqla9euOemkk1KvXr3NdZ8AAAAAALBFVakwX+0b3/hGvvGNb2yOSwEAAAAAwDZRpS1ZAAAAAACgpqjSE+Y77bRTSkpK1nm+pKQk8+fPr0oEAAAAAABsFVUqzE888cS1CvMPPvgg//jHP7Js2bIcddRRlb5WaWlp7rrrrtx9992ZNm1a3n///ey2227p3bt3vve972XHHXdcY37GjBm5/PLLM2HChCxatCjt27fPmWeemdNPP32ta69cuTJ/+MMf8qc//SnTp09P48aN07Nnz1xyySVp0qTJWvOTJk3K4MGD849//CNlZWXp0qVLLrzwwnzpS1+q9HoAAAAAAKheqlSYX3/99RUeX7FiRfr3758uXbpU+lpz5szJgAED8oUvfCFf+cpXsmLFivztb3/LL3/5y4wZMyaPPvpoatdedbvTp09P9+7ds2DBgnTr1i1NmjTJmDFjMnDgwLz99tu55JJLCtctLy/PGWeckVGjRqVTp045/vjj8+KLL+aOO+7IpEmTMm7cuDRs2LAwP3r06PTr1y/16tXLUUcdleXLl+fRRx9Nr169Mnz48PTo0WMTv62arfFtM9dztl6Stf+mwcLTWm2x+wEAAAAA2Fib5aWfn1S3bt1ceOGFOfHEE/Pd7363Up9p2LBhJkyYkC984QuFY0uWLMkRRxyRf/zjH5kwYUKOPPLIJMnAgQMzb9683HzzzenTp0+SZObMmTn88MNz7bXX5uSTT0779u2TJPfdd19GjRqVnj175s9//nNq166d8vLy9O/fP/fcc0+GDBmSn/70p4W8AQMGpH79+hk/fnw6duyYJBk3blz69OmTCy64IF/5ylcKxT0AAAAAADXHFnvp54oVK/Luu+9Wer5BgwZrlOWrj61+ovu9995LkkydOjXjx4/PQQcdVCjLk6RVq1Y599xzU1ZWlhEjRhSODxs2LElyxRVXFIrukpKSXHrppalVq1aGDx9emL3//vszf/789O/fv1CWJ0m3bt3SvXv3vPnmm3nqqacqvSYAAAAAAKqPzV6YL1++PM8//3zOP//8wlPeVTFt2rSUlJQUtncZN25ckuToo49ea7Z79+5JUii1Fy1alOeeey6dO3de615atmyZvffeOzNmzMhbb72VJHn88ccrfW0AAAAAAGqWKu0tstNOO6310s/VatWqlbvuumuTrvv+++/nrbfeym233VbYm7xz585JkpdffjlJstdee631uY4dO6akpCRvvPFGkuTVV19NWVlZhbNJ0rlz50yePDlvvPFG2rZtW7j2nnvuWeFskrz++uubtCYAAAAAAIpblQrzE088ca3CfIcddkjr1q1z3HHHpV27dht1veeffz5HHHFE4c+tW7fOiBEj0rNnz8KxWbNmJUmaNWu21ufr1q2bRo0aFbZvWd9skjRt2jTJ/233Mnv27DRo0CD16tVb5+zChQs3uI5ly5ZtcKayNue1ii1vc2etWLFijX9vafLkFWOWPHnFmiVPXrFmyZNXzHk1eW3yqndeTV6bvOqdV5PXJq9659XktVWXvO23377Ss1UqzK+//vqqfHwtTZs2zVlnnZUlS5ZkxowZefrpp/Od73wnF110Uc4777wkydKlS5Ose5Hbb799lixZUunZZNU2Mkny4YcfZqeddqrU7Pq88847Wbly5SeOrl3CV8bbb7+9SZ+rDnmbnrV+c+bM2SLXlSevOmXJk1esWfLkFWuWPHnFnFeT1yaveufV5LXJq955NXlt8qp3Xk1eWzHn1apVK7vvvnulr1ulwnxza9OmTQYPHlz488yZM3PiiSfmkksuyS677JITTjih8OLO0tLSCq+xYsWKwhPilZlNVj0Vv3q+srPrs+uuu1ZwdP4GP1eRNm3abNLnqkPepmdVbMWKFZkzZ05atGiRunXrbtZry5NXXbLkySvWLHnyijVLnrxizqvJa5NXvfNq8trkVe+8mrw2edU7ryavrSbmVakw/9rXvrZR8yUlJfnLX/5S6flWrVrlt7/9bY488sjcfvvtOeGEE9KoUaMkyYIFC9aaLy0tzaJFi7LbbrslyXpnk2T+/FUlb/PmzQvz8+bNS2lpaaFsX9fs+mzMI/5b81rFlrelsurWrbtV1yFPXjFmyZNXrFny5BVrljx5xZxXk9cmr3rn1eS1yaveeTV5bfKqd15NXltNyqtSYT59+vQsXLgw77//fpo0aZJ69epl3rx5Wbp0aeHPVbX6BZyrt+/o0KFDklUv9PzSl760xuy0adOycuXK7LHHHmvNVuTVV19NSUnJGvNz587N1KlTC8c+PptkreMAAAAAANQM21Xlw7/97W9Tv379jB49OlOnTs0LL7yQmTNn5uabb06jRo0yatSovPDCC2v8s7GmTp2aZNULQJOka9euSZKxY8euNfvYY48lSY488sgkSbt27dKmTZu88MILmT179hqzc+fOzeTJk7PffvulcePGG31tAAAAAABqlioV5j//+c/zgx/8IIccckjhWElJSb75zW+md+/e+fGPf1zpa91xxx2ZNWvWGsfmz5+fCy64IEly4oknJkkOPfTQdOjQIY899lihxE5WvWhzyJAhadKkSfr06VM43q9fv5SWlmbQoEEpKytLkpSXl2fQoEEpLS3N2WefXZg96aSTUqdOnQwdOjQzZswoHJ8wYULGjBmTbt26pWPHjpVeEwAAAAAA1UeVtmSZOnVq2rZtW+G5vffeOzfccEOlr/Xoo4/m/PPPzyGHHJLddtst7777bp588sksXrw43/zmN9OvX78kq95qes011+S4445L375906NHjzRs2DBjxozJ4sWLc+edd6ZBgwaF655zzjl5+OGHM3LkyEyZMiX77rtvJk+enMmTJ6dXr17p3bt3YbZdu3a56KKLctlll6Vr167p2bNnPvjgg4wZMyZNmzbN1VdfvYnfFAAAAAAAxa5KT5jvsssuGTduXIXn/vnPf2a77Sp/+XPPPTc9e/bMtGnTcvfdd+fJJ5/MPvvskxtuuCG33HLLGtfq2rVrHnnkkRx66KGZOHFiRo8enS5duuThhx/OMcccs8Z169Wrl4ceeihnnXVW5s2blxEjRmTp0qW5/PLLc8stt6SkpGSN+YEDB+b6669P69atM2rUqDz99NPp3bt3JkyYkHbt2lX+ywEAAAAAoFqp0hPmJ5xwQn7zm9+kfv36OeOMM9K2bdvMnz8/I0aMyPXXX59vfOMblb7WwQcfnIMPPrjS8/vvv38efPDBSs02atQogwcPzuDBgys137dv3/Tt27fS9wIAAAAAQPVXpcL8Rz/6UaZNm5YbbrghN954Y+F4eXl59tlnn1xxxRVVvkEAAAAAANgaqlSY165dO7fcckv69++fxx57LO+++26aNm2aLl265Ktf/epa250AAAAAAECxqlJhvtoBBxyQAw44YHNcCgAAAAAAtokqvfQzSZYvX55hw4blBz/4QXr37p0pU6YkSd59992UlZVV+QYBAAAAAGBrqNIT5m+88Ua+/vWvZ8aMGWnYsGGWLFmSxYsXJ0l69+6dk08+Of37998sNwoAAAAAAFtSlZ4wv/jii1NSUpKJEyfmP//5T8rLywvnvvWtb2X48OFVvkEAAAAAANgaqlSYP/nkkzn//POzzz77rPWCz3bt2mX69OlVuTwAAAAAAGw1VSrMy8rKsv3221d4bvHixVm2bFlVLg8AAAAAAFtNlQrzAw88MEOHDs0HH3xQOLb6SfORI0dmr732qtrdAQAAAADAVlKlwnzQoEGZOnVqDjnkkPzud79LSUlJ7r///hx33HGZOHFiBgwYsLnuEwAAAAAAtqgqFeaf//zn88ADD6R+/fq5+uqrU15enhtvvDEvvfRSrr322nzjG9/YXPcJAAAAAABbVO2qfHjx4sXZd99989RTT2X69OmZM2dOGjVqlM6dO6/1ElDYXBrfNnM9Z+slmV/hmYWntdoi9wMAAAAA1AxVesL8s5/9bB544IEkSbt27XLggQdmjz32UJYDAAAAAFDtVLkw//gLPwEAAAAAoLqqUmE+ZMiQDBs2LKNHj055efnmuicAAAAAANjqqrSH+dlnn50VK1akX79+qVu3bpo1a5bttvu/Dr6kpCT/+te/qnqPAAAAAACwxVWpMG/Tpk1KSkrSoUOHzXU/AAAAAACwTWx0Yf7222+nefPm+cxnPpPRo0dviXsCAAAAAICtbqP3MO/SpUv+/ve/F/68bNmyHH300ZkyZcpmvTEAAAAAANiaNrow/+TLPVeuXJmnn346ixcv3mw3BQAAAAAAW9tGF+YAAAAAAFATKcwBAAAAACCb8NLPJPnPf/6Tz3zmM0lW7WGeJC+++GJKS0vXmj300EOrcHsAAAAAALB1bFJhfskll6x17Ec/+tEafy4vL09JSUkWLFiwaXcGAAAAAABb0UYX5tddd92WuA8oWo1vm7mes/WSzK/wzMLTWm2R+wEAAAAAtoyNLsxPOumkLXEfAAAAAACwTXnpJwAAAAAARGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJAkqb2tbwBYU+PbZq7nbL0k8ys8s/C0VlvkfgAAAADg08IT5gAAAAAAEIU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAkiIrzKdPn54f/OAH2XPPPdOsWbN06tQpZ555ZqZOnbrW7IwZM9K/f/906tQpLVq0yCGHHJJbb721wuuuXLkyQ4cOzYEHHpgWLVqkc+fOGTBgQObPn1/h/KRJk9K7d++0bds2rVu3zrHHHpuJEydu1rUCAAAAAFBciqYwf/XVV/OlL30p9913Xz73uc/lW9/6Vpo1a5Z77703RxxxRF588cXC7PTp0/PlL385I0eOTJcuXXLcccdl1qxZGThwYC699NI1rlteXp4zzjgjgwYNSnl5eY4//vjssssuueOOO3LUUUdl8eLFa8yPHj06xx57bJ599tn06NEjRxxxRJ599tn06tUrY8eO3SrfBQAAAAAAW1/RFOZvvfVWDjvssLz44osZMWJErrvuuvz973/Pf//3f2fJkiX5+c9/XpgdOHBg5s2bl5tuuikjR47MDTfckCeffDJNmzbNtddem2nTphVm77vvvowaNSo9e/bMU089ld///vf561//mm9961t57bXXMmTIkMLskiVLMmDAgNSvXz8TJkzIzTffnDvvvDPDhw9PeXl5LrjggpSWlm7NrwUAAAAAgK2kaArzL37xi7nzzjvTrFmzNY5feOGFqV27dp5++ukkydSpUzN+/PgcdNBB6dOnT2GuVatWOffcc1NWVpYRI0YUjg8bNixJcsUVV6R27dpJkpKSklx66aWpVatWhg8fXpi9//77M3/+/PTv3z8dO3YsHO/WrVu6d++eN998M0899dTmXzxsQ41vm1nhP7vcPT/7P1kvu9w9v8LzAAAAAFDTFE1hvtNOO2W77da+nbp162aHHXYolN3jxo1Lkhx99NFrzXbv3j1JCqX2okWL8txzz6Vz585p3779GrMtW7bM3nvvnRkzZuStt95Kkjz++OOVvjYAAAAAADVL0RTm6/LCCy9kyZIl6dy5c5Lk5ZdfTpLstddea8127NgxJSUleeONN5Ks2he9rKyswtkkhWuunl997T333HOds6+//npVlgMAAAAAQJGqva1vYH1WrFiRn/zkJ0mSU045JUkya9asJFlr65Zk1dPojRo1ynvvvbfB2SRp2rRpkhTmZ8+enQYNGqRevXrrnF24cOEG73vZsmUbnKmszXmtYsuryWuTt/FWrFixxr+3tK2ZV5PXJq9659Xktcmr3nk1eW3y5BVrljx5xZolT16xZsmTV6xZ8iq2/fbbV3q2aAvzRYsW5fTTT8+TTz6Znj175qSTTkqSLF26NMm6F7n99ttnyZIllZ5NkuXLlydJPvzww+y0006Vml2fd955JytXrvzE0bVL+Mp4++23N+lz1SGvJq9N3qabM2fOFrluMeTV5LXJq955NXlt8qp3Xk1emzx5xZolT16xZsmTV6xZ8uQVa5a8/1OrVq3svvvulb5uURbm//znP3P66afnzTffzPHHH5/f//73hf3NV+9lXlpaWuFnV6xYUXhCvDKzSbLDDjsU5is7uz677rprBUfnb/BzFWnTps0mfa465NXktclbt13u3rS82X2bbNLn1mXFihWZM2dOWrRokbp1627Wa2/LLHnyijVLnrxizZInr5jzavLa5FXvvJq8NnnVO68mr01e9c6ryWuriXlFV5jffPPNueiii1K3bt0MGTKksBXLao0aNUqSLFiwYK3PlpaWZtGiRdltt902OJsk8+evKu6aN29emJ83b15KS0sLZfu6ZtdnYx7x35rXKra8mrw2edUnr27dulttLVszS568Ys2SJ69Ys+TJK+a8mrw2edU7ryavTV71zqvJa5NXvfNq8tpqUl5RvfTzmmuuyfnnn59OnTpl4sSJa5XlSdKhQ4ckq17o+UnTpk3LypUrs8cee2xwdvXxkpKSNebLysoyderUCmeTFGYBAAAAAKhZiqYw/8c//pFLL700BxxwQMaOHZv27dtXONe1a9ckydixY9c699hjjyVJjjzyyCRJu3bt0qZNm7zwwguZPXv2GrNz587N5MmTs99++6Vx48YbfW0AAAAAAGqWoinMb7755pSXl+fyyy9P/fr11zl36KGHpkOHDnnssccKJXay6kWbQ4YMSZMmTdKnT5/C8X79+qW0tDSDBg1KWVlZkqS8vDyDBg1KaWlpzj777MLsSSedlDp16mTo0KGZMWNG4fiECRMyZsyYdOvWLR07dtycywYAAAAAoEgUzR7mL774YpLkT3/6U+69994KZ0444YTst99+ueaaa3Lcccelb9++6dGjRxo2bJgxY8Zk8eLFufPOO9OgQYPCZ84555w8/PDDGTlyZKZMmZJ99903kydPzuTJk9OrV6/07t27MNuuXbtcdNFFueyyy9K1a9f07NkzH3zwQcaMGZOmTZvm6quv3rJfAgAAAAAA20zRFOZLlixJktx5553rnPn85z+f/fbbL127ds0jjzySX/ziF5k4cWJKSkryxS9+MRdeeGEOPvjgNT5Tr169PPTQQ/nFL36Rhx56KCNGjMhuu+2Wyy+/PN///vdTUlKyxvzAgQPTsmXLXHfddRk1alQaNGiQ3r17Z9CgQWnduvXmXzgAAAAAAEWhaArzF154YaPm999//zz44IOVmm3UqFEGDx6cwYMHV2q+b9++6du370bdDwAAAAAA1VvR7GEOAAAAAADbksIcAAAAAACiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJEntbX0DAFtS49tmrudsvSTzKzyz8LRWW+R+AAAAAChenjAHAAAAAIAozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACBJUntb3wBATdH4tpnrOVsvyfwKzyw8rdUWuR8AAAAANo4nzAEAAAAAIApzAAAAAABIYksWgGrLFjAAAAAAm5cnzAEAAAAAIApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJEntbX0DAFQPjW+buZ6z9ZLMr/DMwtNabZH7AQAAANjcPGEOAAAAAADxhDkARcoT7QAAAMDW5glzAAAAAACIwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAknjpJwAk2fovGd2aeV6gCgAAAJXjCXMAAAAAAIjCHAAAAAAAktiSBQDYzGwBAwAAQHWlMAcAqjUFPQAAAJuLwhwAYCMo6AEAAGouhTkAQBFT0AMAAGw9CnMAAAoU9AAAwKeZwhwAgG1m3QW9ch4AANj6ttvWNwAAAAAAAMVAYQ4AAAAAAFGYAwAAAABAEoU5AAAAAAAk8dJPAAA+Jdb9gtHES0YBAIDEE+YAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEmS2tv6BgAAoCZqfNvM9Zytl2R+hWcWntaqWuQBAEBN5AlzAAAAAACIwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIElSe1vfAAAAUP00vm3mes7WSzK/wjMLT2u1Re4HAAA2B0+YAwAAAABAPGEOAABUA1v7ifZNyfP0PABA9ecJcwAAAAAAiMIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgSVJ7W98AAADAp1nj22au52y9JPMrPLPwtFZb5H4AAD7NFOYAAACfIgp6AIB1syULAAAAAABEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQJKm9rW9gXSZOnJjvfe97ufbaa9O9e/cKZ2bMmJHLL788EyZMyKJFi9K+ffuceeaZOf3009eaXblyZf7whz/kT3/6U6ZPn57GjRunZ8+eueSSS9KkSZO15idNmpTBgwfnH//4R8rKytKlS5dceOGF+dKXvrTZ1woAAFBTNb5t5nrO1ksyv8IzC09rVS3yAICapegK8xdeeCFXX311HnzwwfXOTZ8+Pd27d8+CBQvSrVu3NGnSJGPGjMnAgQPz9ttv55JLLinMlpeX54wzzsioUaPSqVOnHH/88XnxxRdzxx13ZNKkSRk3blwaNmxYmB89enT69euXevXq5aijjsry5cvz6KOPplevXhk+fHh69OixxdYPAABA9aGgB4CapagK88MOOywvvvhi6tevn44dO+a1115b5+zAgQMzb9683HzzzenTp0+SZObMmTn88MNz7bXX5uSTT0779u2TJPfdd19GjRqVnj175s9//nNq166d8vLy9O/fP/fcc0+GDBmSn/70p0mSJUuWZMCAAalfv37Gjx+fjh07JknGjRuXPn365IILLshXvvKV1K5dVF8dAAAAnwJbs6D3twMA+DQqqj3Mp06dmlNOOSXPPPNM9ttvv/XOjR8/PgcddFChLE+SVq1a5dxzz01ZWVlGjBhROD5s2LAkyRVXXFEouktKSnLppZemVq1aGT58eGH2/vvvz/z589O/f/9CWZ4k3bp1S/fu3fPmm2/mqaee2mxrBgAAAACgOBRdYT5kyJC0bt16vXPjxo1Lkhx99NFrnVu93/nqUnvRokV57rnn0rlz58IT56u1bNkye++9d2bMmJG33norSfL4449X+toAAAAAANQcRbWvSP369Ss19/LLLydJ9tprr7XOdezYMSUlJXnjjTeSJK+++mrKysoqnE2Szp07Z/LkyXnjjTfStm3bwrX33HPPCmeT5PXXX1/v/S1btqxS66iMzXmtYsuryWuTJ69Ys+TJK9YsefKKNUuevGLNkievmPOq+9pWrFixxr+3NHnVM0uevGLNklex7bffvtKzRVWYV9asWbOSJM2aNVvrXN26ddOoUaO89957G5xNkqZNmyZJYX727Nlp0KBB6tWrt87ZhQsXrvf+3nnnnaxcufITR9e+XmW8/fbbm/S56pBXk9cm79OaV5PXJq9659Xktcn7NObV5LXJq955NXlt8j6teTV5bcn+T64vr16SJRWeea7rh5uUtyFz5szZItf9NObV5LXJq955NXltxZxXq1at7L777pW+brUszJcuXZpk3b8Z2H777bNkyZJKzybJ8uXLkyQffvhhdtppp0rNrsuuu+5awdGKX06yIW3atNmkz1WHvJq8Nnmf1ryavDZ51TuvJq9N3qcxryavTV71zqvJa5P3ac2ryWvb+nm73L1pebP7Ntmkz63LihUrMmfOnLRo0SJ169bdrNfe1nk1eW3yqndeTV5bTcyrloX56hd3lpaWVnh+xYoVhSfEKzObJDvssENhvrKz67Ixj/hvyOa8VrHl1eS1yZNXrFny5BVrljx5xZolT16xZsmTV8x5NXltNSmvbt26W3UtWzOvJq9NXvXOq8lrq0l5RfXSz8pq1KhRkmTBggVrnSstLc2iRYsKW7CsbzZJ5s9f9Rve5s2bF+YXL15cYWn+yVkAAAAAAGqOalmYd+jQIcmqF3p+0rRp07Jy5crsscceG5xdfbykpGSN+bKyskydOrXC2SSFWQAAAAAAao5qWZh37do1STJ27Ni1zj322GNJkiOPPDJJ0q5du7Rp0yYvvPBCZs+evcbs3LlzM3ny5Oy3335p3LjxRl8bAAAAAICao1oW5oceemg6dOiQxx57rFBiJ8k777yTIUOGpEmTJunTp0/heL9+/VJaWppBgwalrKwsSVJeXp5BgwaltLQ0Z599dmH2pJNOSp06dTJ06NDMmDGjcHzChAkZM2ZMunXrlo4dO26FVQIAAAAAsDVVy5d+1qpVK9dcc02OO+649O3bNz169EjDhg0zZsyYLF68OHfeeWcaNGhQmD/nnHPy8MMPZ+TIkZkyZUr23XffTJ48OZMnT06vXr3Su3fvwmy7du1y0UUX5bLLLkvXrl3Ts2fPfPDBBxkzZkyaNm2aq6++elssGQAAAACALaxaPmGerNo65ZFHHsmhhx6aiRMnZvTo0enSpUsefvjhHHPMMWvM1qtXLw899FDOOuuszJs3LyNGjMjSpUtz+eWX55ZbbklJScka8wMHDsz111+f1q1bZ9SoUXn66afTu3fvTJgwIe3atduKqwQAAAAAYGsp2ifMr7/++lx//fXrndl///3z4IMPVup6jRo1yuDBgzN48OBKzfft2zd9+/at1CwAAAAAANVftX3CHAAAAAAANieFOQAAAAAARGEOAAAAAABJingPcwAAAAA2TePbZq7nbL0k8ys8s/C0VlvkfgCqC0+YAwAAAABAPGEOAAAAQBVtzSfaPT0PbEkKcwAAAABYBwU9fLrYkgUAAAAAAKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiS1N7WNwAAAAAArNL4tpnrOVsvyfwKzyw8rdUWuR/4tPGEOQAAAAAARGEOAAAAAABJbMkCAAAAAJ9atoCBNXnCHAAAAAAAojAHAAAAAIAktmQBAAAAALaSrb0FjC1n2FgKcwAAAACAzWDdBb1fBlQXCnMAAAAAANbr01LQ28McAAAAAACiMAcAAAAAgCS2ZAEAAAAAoMhsqy1gPGEOAAAAAABRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAD/n707D4upfeMA/j1tlKJdZSs72beQfYuU7S2KELK02SUpS9kpWbKFUnbZiihbIvsrr11ZQnuhVXvz+8M159c0MzUzleV97891uUwz55znTM2c5X6e574JIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgTgghhBBCCCGEEEIIIYQAoIA5IYQQQgghhBBCCCGEEAKAAuaEEEIIIYQQQgghhBBCCAAKmBNCCCGEEEIIIYQQQgghAChgXqHQ0FAMHz4cDRs2ROPGjWFubo6nT5/+6t0ihBBCCCGEEEIIIYQQUgMoYC7Evn37MHHiRMTGxsLExAQ9evTA1atXYWRkhH/++edX7x4hhBBCCCGEEEIIIYSQakYBcwE+ffoEV1dXNGzYEHfv3sWePXsQFBSErVu3Ii8vD87Ozr96FwkhhBBCCCGEEEIIIYRUMwqYC3Do0CEUFhbCyckJmpqa7PPW1tZo1aoV7t69i7i4uF+3g4QQQgghhBBCCCGEEEKqncyv3oHf0dWrVwEAI0aM4HttyJAhePPmDe7cuQNdXV2Rt6lW6+f2Tfyb2/s3vzdq789u79/83qi9P7u9f/N7o/aovd+1LWqP2vtd26L2qL3ftS1qj9r7Xdui9qi937m9f/N7+xXtcTEZGRmcX9Lyb4rD4UBHRweKioqIjY3lez0gIABz587F4sWL4erq+gv2kBBCCCGEEEIIIYQQQkhNoJQs5WRkZCAvLw8aGhoCX1dXV2eXI4QQQgghhBBCCCGEEPLvQQHzcr5//w4AqF27tsDXuc8XFBT8tH0ihBBCCCGEEEIIIYQQUvMoYF6OjMyPtO7FxcUCXy8sLAQAyMvL/7R9IoQQQgghhBBCCCGEEFLzKGBeTt26dcEwDL5+/Srw9S9fvgAANDU1f+ZuEUIIIYQQQgghhBBCCKlhFDAvR15eHg0aNEBiYiKys7P5Xo+JiQEAtG7d+mfvGiGEEEIIIYQQQgghhJAaRAFzAfr06YPS0lJcu3aN77UrV65ATk4O/fr1+wV7RgghhBBCCCGEEEIIIaSmUMBcgClTpgAA1q1bh4yMDPb5gIAAvHz5EpMmTULdunV/0d4RQgghhBBCCCGEEEIIqQkUMBegd+/esLa2RkxMDHr27Al7e3uYmZlh3rx5aN68OVasWFHj+5Cfny/2OllZWUKLlVa23s8myfv7nXE4HDx+/PiX/C6rW2lpKdLS0lBSUvJL9yMvL++Xtk/+LJIc+36V0tLSX70LrCdPnrDFrP9EhYWF4HA4v3o3/tOePHmCoqKiX70b1aK4uBifP3/+6e0mJyfzDNCoacLq9NS03+nYR/57srOz8fbt21+9G0QMP/O4WN7nz5+RnJz8y9r/WUpLS3/JeY9Uj4KCgl/6PfmT7r9+dwUFBVVa//Xr17/0s/C7qa5YFgXMhfDy8sLatWuhpKSEU6dO4eXLl7CxscHVq1ehoqIi8naaN2+OuLg4sds/cOAAhg8fLtY6urq6OHz4sFjrxMbGQldXV6x1ysrIyIC5ubnYwc0jR46gV69eIgfOc3JyEBwczPNcWloaFi1aJFa7ksjIyEBiYiK+fPmCnJwcgV++yMhIDB48GLq6uujcuTPc3NxE/p3k5OTAxcUFGzduxIcPHwQuk5ycjFWrVsHQ0BBt2rTBoEGDsGPHjho5ST19+hStWrXCo0ePqn3borpz5w50dHTQsmVLmJiY4Pbt2yKvm5+fj6ysLJH+ff/+vcr7GhMTg61bt/I89/nzZwwbNqzK2xYmLy8PUVFRIi379OlT3Lt3r8b2pSIaGhrYuHFjtW0vIyMDHTt2RGZmJs/zKSkpMDQ0xOvXr8Xe5tSpUzFlyhQcPXpU4PcpLi4O8+fPh76+PtTV1dG2bVusXbtW4vcQGxsLdXV1XL9+XeJtiCMqKqrC4NigQYPw6dOnKrURFxeH4OBgif9dvHgRL1++lKhtLS0tHDp0qEr7/yfKysr65Z2awI+L0UGDBiEhIeFX70qFvn37Bk9Pz0qX+/DhAzp27Fjt7c+bNw/3798X+vqIESPQtGlTNG7cGKNHj0Z0dHS17wPXkydP0KxZMzRo0AD9+vXD8uXLf0pnf2lpKYyMjBAeHl7jbf1KBQUFuHnz5q/ejRqxa9cu2NrairXO/v37Jfp83bx5ExEREWKvd+zYMaHXjGfPnkWPHj3E3uaf4mcNNNm1axcSExNrvJ3s7Gz0799f7Hvb6tKhQweMGTPml7RdHUT97iUnJ6Njx45Vvic6duxYlf79rkpLS5GUlPSrd0OoI0eOoGnTpmjTpg0sLS1x5swZibd19uxZsa+Bdu7ciXHjxknc5r/Ry5cvYWxsjBUrVoh1f7N27VosWbJE4nZ79+6N48ePS7x+ZYqKijBs2DCkpqYC+DFoSdg/QffU48aNw8OHD8Vq89KlSzA1Na1wmRUrVmDv3r18z+/evRtGRkZVvl+SqdLa/2JSUlKwt7eHvb19lbbz5csX9gPj7u4u0jpmZmaQlZXFgwcPxGpL2Ci7EydOYP78+UIP9lUZnVdYWIhr166hqKgI8vLyFS57+vRpHDhwAMePH0etWrXw5s0bFBYWonbt2pW2k5SUBGtra3z9+hWmpqbYs2cPvn//Dj8/P2zYsAG7du0SuB7DMNDW1sbYsWMhIyPZx/3ixYtwdHTkeU5GRgaKiorQ1taGubk5xo0bh3379uHt27d48OABdu7cifT0dOzevbvS7X///p1dbtOmTRg4cCBsbGzYDpOLFy/C3t4e2dnZMDAwgL6+Pp4/f46VK1ciJSUFa9askeh9AcCiRYswZswY9O3bl+f5ij4TL1++hKOjI44dOwZNTU2x2svMzMSpU6eEvt6zZ0+0a9cOsrKycHNzQ2pqKsLDw+Ho6ChyAGHu3LkICgoSeZ90dHTg6ekJIyMjkdcp68OHD/D398eCBQtQWFgIOTk55Ofn12iHQ3x8PExNTfH161ckJibCysoKwI8TxoABA/DkyRN06tQJABAaGordu3fjw4cPkJKqnj5ST09P9OrVC717965wueLiYok6deLi4mBiYoLnz5/zPF9aWopPnz7xjVI8fPgwYmNjkZ6eLnZbFy9ehJycHEJCQrB27VrY2trC2toaioqKCA4Ohp2dHVRUVDBy5EjUr18fd+7cgaenJzQ0NDBr1iyx2wP4v183btzAlStXUK9ePdSrVw/KyspQU1ODqqoq1NTU0KRJEzAMI1FbJiYmaNCgAU6dOoU2bdpUui+SuHLlCpycnMAwjMTbYxgGCxcuhKurq1jr/dtHl6ekpKB+/fo8zyUmJqJdu3Y4cOAAxo4dWy3tzJs3T6zlO3TogBkzZgD4OX8DDoeDjh07ok6dOmjXrh369u0LMzMzKCgoiLR+eno61q5di0WLFqGoqAgeHh58y/Tp0wd6enoC309GRgY2btyIpUuXQllZWaQ24+PjsXz5cuzZswcBAQHo1q0bDAwM+JYrLi6Gt7c3MjIy8P79ewQGBmL27NliXwOKSkpKCs7OzkhKSsKbN2+wa9cuJCQkwN/fv0ba4zpw4AAePXoER0dHPH/+HLKysjXa3q9w69YtzJ8/H4mJiYiKikLTpk1/9S5Vm7Nnz8LV1RVycnJwdHRE27ZtRVrPyckJAwYMQN26dUWezSQnJ4eXL19i+fLlYs+GsLOzg4yMDAIDA8UeeFTdMjMzUa9evZ/SVkZGBvr3748FCxbA2tq6xtp5+vQpli9fjr179+LJkycSX5uIYtGiRUhMTETLli3Z53JzcyvskDI2Nq7WffiTrzHKfvcqw+Fwqvy3tLOzE/s6kLs8wzCwtLSsUvu5ubl48uQJDA0NK132/fv3Ih+f3717BwMDA/ZYVFxczHd/Up68vDyaNWsmUewhJycH69atq3S5RYsWQU1NDQ0aNIC9vT3evXuHx48fIywsDAkJCXyxC1FkZ2eLPdugVq1aiIiIQGlpqdj3mTk5OVi8eDFq1arF86927dqoXbs25OXlUbt2bdSpUwfy8vJo0KAB2rRpA2lpabHaAX4EeysbYNOmTRuRPj+VycrKwr179/Dx40fs3LkTe/fuRb9+/bBy5Up07twZpqam0NHR4VmnsLAQx48fR7NmzSRut6aPV6WlpXj48CE7Er5+/fpCjxstWrTgGyhy584dREZGonv37iK3mZycXOEgwYCAAOzYsQM9e/bEjBkzeL5zMjIyePjwIYqLiyX6zLDbkXhNUqG0tDRoaGjwPLd161Zoa2tDRkYG8fHx0NbWBvAjGNywYUMUFxcjOTkZBgYGkJOTAwCJDj7llZSUVDjFozouduLj43HkyBEsXLgQampqfK/fv38f9vb2UFJSwpcvX1CrVi2J27p9+zbPKIq8vDysXr0aGhoaSEtLg6qqKqSkpJCeng4VFRV8+/YNDx48wObNmyVqb8iQIeBwOJg8eTK6d++O4uJifP/+HdnZ2YiIiIC7uzsMDQ1hbm7OruPo6IgLFy6I1c6OHTvw+fNnHD16FJaWltDT08OwYcNw4MAB9OjRAzt37oSenh67vImJCU6cOFGlgPnBgwfRokULvoC5sM9EcHAw7O3tUVJSgqdPn2LIkCGVtvHt2zfIyMhASUkJqampQntOGYaBu7s72rVrh+7du7MH0/Hjx4vUTlkyMjLw9vYWad+2bt2KxYsXSxwwL0tLS4svyDFo0KBK16vKaOOCggJER0ejd+/ekJaWxsWLFzF16lQ8fPgQenp6iIiIwMCBA6stWA4Aa9asweLFiysNmEuqqKiIHb305csXnmNK+c9mYWEh/Pz8YGBggD59+kjUnrGxMezs7LB582asWLECW7ZswejRoxEUFIQlS5bAwcGBPQEvXLgQXbt2RVhYmMQB8/KeP38usHON+17r1KmDsWPHYt26dVBUVBR7+wUFBRgzZgyuXbuGhg0b4smTJzwdOqdOneI5X0lLS0NPTw8DBgwQafsmJiYCg/GiyszMxLJly3Dw4EGxA+ZlJSQkwMHBodLlZGVl0aFDByxcuFDkgGt52dnZ6Ny5c4XLTJw4UeSOckF2794NNzc3pKWl8X3uq/uiOCAggL0+4YqPj4eWlhbPc9zrlKlTp1Zr+5WJj49H69at8enTJ5w5cwanT5/G7t27ceXKFbG/E4WFhdixYwcaN24MaWlpFBUVISEhAWpqatDT0xN4/rty5Qr27t2LLl268Jzrhfn27Rv++usvqKioVPq3kpGRQf/+/dmf69evL9LnmOvSpUtCBw0IMmfOHCxdupT92dnZGUePHhV5fUm8fPkSK1asAMMwWLNmjVjB8mvXrlVpxBwXwzDYuXNnlbcjSFZWFlxdXXH48GHIyspi9uzZ0NLSEmsbr169gouLi1jrMAyDRo0aYdGiRWjcuLFI64hyTQIA69evZzt4oqKiYGtrCzk5OQQEBIgcLAd4j1UV3VxzMQyD/fv3s/dBkgTypKWlMWPGDJw/fx7dunUTa93qNGDAAOjp6SEoKIjvGuzr16/w9fXl+S5WxeLFi/Hp06dKZ9rl5eVVOsCpIps2bQLDMFiyZEmNBss3btyIoKAgrF27Frt27UKTJk1Qv359JCYmYtKkSXzLc/flV6WbqikPHjzA2bNn0aJFC3Ts2BFdu3YVed2y372UlBShKWXz8vLAMAwcHR0hLS0NhmHQuHFj2NnZidxBzOXi4oK//vpLpGVfv36NiRMn4tixY2jVqpVY7ZRXUFAACwsL3L9/H1evXkWHDh0qXN7NzQ0cDge+vr6oU6dOpdsv+7tMTU3FwIEDK/38N27cGDdu3BArMwHw/4F0mpqafPGSoqIipKSkQEdHB7NmzYKamhqMjIzYe9iioiKMGjUK+/fvlyhgLgnu8aS4uJg9bouqsLAQJ06cQJ06dcAwDAoLC1FUVCT0uolhGDRs2BAHDx4U+9j+/ft39rhVfvvcv+W0adOqJWAO/DgPPXv2DOHh4ejduzdSUlJw4sQJnDt3Dq6urjA1NcWyZcvQokULAD9mCqSnpwscKS1ITEyMwE4mT09P+Pr6Vrq+vLw8OnXqBDc3N76BOeLw9PSEtrY2LC0t4eXlxT5evHgxz3JJSUkoKCjgiWVV1Z07d7B48WK0adMGx44d4+ugEvfzKAwFzGvAkydPMHr0aOzbt4/vteDgYDRv3hwqKiq4fPkySktL0blzZzx9+pTNmW5kZMTevFRHwLymcTgchIaGYteuXTh06BDmzJmDxYsXsyPH4+LiMGnSJMjJyeHUqVPQ09PDs2fPqrV9VVVVvHnzhv29qqiooEWLFnj48CFcXFyqlJKifv36aN++PYqLizF58mSe12bOnInmzZvjw4cPPL1lnTt3xpEjR8Rqp1GjRrCysoKzszPCwsLg6+uLffv2wczMDHv27OH7HHTp0gV37txBSUlJlXrNBBF0olqzZg08PT3BMAzu3LmD1q1bi7StZcuW4d69ezh48CCUlJTAMAzfBS33sy8oSKCkpCT2/ktLS2PixIkiLZuSkoKdO3dWy3dN0O8tOjoa48aNg5ycHE6cOAFra2scO3YMlpaW8PPzE/nCsiIMwyAkJARSUlIwMTFB9+7doaenh/fv3+P+/fsYP348AgMDedYp/1n+HX348AGDBg2Cu7u70P3dv38/EhMTRb7AEKZLly44duwY/vnnH6xbtw6nT5/G0aNHeQJZwI/ftZaWVrWk8ym/3bdv3yIrKwuZmZnIyMhAamoqkpOTERoaisOHD4PD4WDHjh1ib3vnzp2YPXs2ZsyYgcuXL+Pq1as8aWU2bdokcH8mTZokUnva2tpsB7Ckrl+/Dj8/vypt4/v374iIiGAvov/++2/o6+ujdu3abJ2Jdu3aISMjA1evXgWHw4Gbm5tEbZWWluLLly/o3bs3mjRpwvPasWPH0L17d7GCSoKoq6ujtLQUqampAi9mqztYwb0+4VJRUeF7jnusLp+GSlKCRlyXpaurixMnTqBRo0Y4efIkgB+dFStXroS/vz9OnDjBjnQX1+XLl6Gtrc2+p3nz5iE2NlbgsqGhoZCXlxdp9GJBQQEmTJiAkpISHD9+nO2UeffuXaWptEpLSxEeHi5WQDk5ORm3b99Gu3btRFq+fL75tm3bIicnR+T2xBUXFwdzc3Pk5+dj9uzZInU4lPXx40dcvXpV5OXT0tIgLy/P15FSU8G9GzduwNHREQkJCZCWlkaXLl0k6ijLzMxEREQEOnfuLHJHXnFxMY4cOYKEhASRZ9ZFR0dDT09P6A3yvXv30LRpU/Z6KDY2FpMmTQKHw0FgYKBI6eby8vKwceNGLF++nO81Nzc3aGpqwsHBgf09rVixAj4+PkhOTsaaNWvQtWtXNh1LaWmp2Ne4zs7OCAwMxIQJExAWFsZzDKsJubm5ePv2LTp06MB+zrKyshAXFwcFBQUkJiZi5syZuHTpEtzd3eHg4IAvX76ws1aqaufOnTh9+jR69epVYcq406dPw9nZGUFBQRKlnrpw4QIuXryIHj16sDMba8LOnTuxYcMGODo6wtbWFi4uLnB1deX5zP7zzz/sYw6Hg06dOuH8+fM1tk+/iq+vL/vdZhgGenp6OHbsGM+oe1FkZWXh5MmTaNSoEQDeDnHurM379++DYRiUlJQgKSkJSUlJYl9zqqurixwQy8nJYQOgVQmicTgczJgxA7dv38aMGTMqDZYXFRUhMjJS7JHw5YWFhQmdJf/ixQvY2toiIiJC4pmABw8e5AveRkdHY/Dgwbhw4YLAlLqysrIwNTUVud7ekydPeK69uddAFc065A6qsba2hpKSEvs7qErai82bN/MEf7mDPXNzc3n+PXnyBKtXr8b8+fPFStda1saNG3kGyXGPH25ubpg2bZrE70EQKSkpdqZTSkoKGIbBq1evcOTIEfj5+cHQ0BCLFy/G9OnTsX79egwbNgwDBw4Uadu1a9fmu+57//49tLS0RJo9kZKSgiNHjiA1NZW9vpZE37592XNs2cflBxW9fPkSDMOIfK1amcTERFhbW0NTUxOnT58W2LnHDaBXdZARBcxrQL169dCmTRtMnDiR7wBb0c9lH5cdYf67YxgGs2bNwuDBg+Hp6QkvLy9cuHABvr6+0NXVhaWlJbKzs3HixAk2TYQoaViqsj/c3yXDMGjSpEmV84EOGTJEYAC8sLAQ+vr6aNCgAd8+SIphGAwfPhzDhw9HXFwcGjduLDCQ++nTJygqKlZ7sLy87Oxs2NjY4MqVK+jZsyfu37/PFyCqyIABA3Djxg2MGDFC6ImI+/u6c+cO30HtypUrIk0nlBT391dSUiJ2wFzUm/hly5ZBSUkJJ06cgJeXF4KDg+Hl5QU/Pz84OzuLvc/CPHv2DFFRUWzam0OHDkFKSgqnTp3iORkyDPNHBMzr1q2Ltm3bYt68ecjMzMTEiRN5Ph8ZGRnw8vLChAkTqm1EQMeOHXHixAlkZGQIHVmTmJhYpRHVwqiqqkJVVRVJSUl4+fIlTExMoKSkBAcHBxgbGyM0NFSigHmzZs3g4+MDKysr+Pv7w87ODlOmTAGHw0Hr1q1x+fJlnpuVnJwcODo64uzZs2K1V1JSIjTgKAy3462oqKhaAloMw+DKlSsAfgR8/fz80Lx5c+Tn50NbWxtHjhyBpqYmWrdujSdPnlS5PRsbG76boWPHjmHixImwsLCo0ra55xVBaVm4bc+cObPCbTAMw+YarA7VHXSMiYlBs2bN+EbjJicn4/379+jSpQvfOkpKSnBzc4Ofnx/evHkjdpvCRhaVfZ3bqQn8CEpeu3YNQ4cOFWkkWq1atTB48GD89ddfPMeQ7du3Y9u2bSLto7gj+BmGwa1bt8Ra52d48uQJrKys2FGhGzZsEHsb06dPx/Tp00Vevlu3bmjUqBHOnj0rdlviyMvLg5ubGzsYwNPTE48ePeIJ5ImLYRjs2rVL5AEJwI/ri5CQELHamTt3rtC0HSoqKnB0dET37t3x9etXTJgwAbm5uQgICBC5NktERAS2bdvGBuDKMjU1RfPmzeHg4IAxY8aAw+Fg5cqVmDhxImJiYrBmzRo0btyYHVkpScBcTU0Np0+fxpAhQ/DXX3/B3d0dDMOwf5uQkBCBx4FGjRqx9yniePToEcaOHQtTU1P4+vpCTk6OHRhkbGyMvLw8dmr61q1bRR7QIYqDBw/Czc0NLVu2xKFDhwT+rrKysrB48WIEBQVBQ0MDX758EbudpKQkzJ07F/Xq1avyAAVhSkpK4Obmht27d/N0qJTHHQFdXvkUB7+ryoKZenp67P3S7t27sXLlSrx79w7Xr1/Hzp074eLiIlbqSS6GYfD06VMAvB3iCQkJaN++Pe7fv8921s2ePRuvXr0Su41fwcnJCRcvXsSkSZOwZcuWSpe/fv06cnJyYGFhIdI5XRCGYaCvry+0c7Nt27awtbWtchFHQe1WRl5eXuT4UXJyMs+MeG7arIpmyefl5SE/Px+3bt3CyZMneUaYVxdpaWkoKChAQUGBZwZsjx498Pz5cxw5ckTiAYPq6uoCjx+qqqpizwYo7+HDhygsLMSLFy/A4XB44hrcVDcqKipwcHDA7NmzsX79emzatAm7du2CnJycWINRGjduzJdiRkVFBZMmTcKcOXNE2oaFhYXEHQ/ievDgAZSUlMTu7BOksLAQU6ZMwffv33H69Gmhg7aqK/UfBcxrgJ6eHi5duoTdu3fD1dWV5+Amag8H9w/8uwfMy54IOnfujMOHDyMiIgJ2dnYYOnQomjVrhpiYGOzdu5dner84KVkiIiIQExMDAGzhzxs3bgj93ZT/HUtyAO/RowfP3y07OxtpaWno1q2bwIPzwoULAfxIHyJpIdKIiAiBRXTu3r0rcHlFRUXMnj2bLZRS1dxvgrx79w4TJkzA58+fsWXLFvTv3x/du3cXa0qnhYUFRo4cCXd3d4GzLrg4HA5MTEwEfkecnJwkfg+VKSgoQNeuXcXOM3f+/HlMnz5d5HyJ1RVoevLkCZv2JSQkhGcU3e7du9GuXTsMGTIE6enp8PPzw4QJE3D8+HG2+PC7d+/ETnHzq6ipqSE4OBhz587FihUr+KZmL1iwALVr1xYp119FXr58KVZx0r59+0JHR4ddx9HRUeLUHsL2x97eHt27d2dnZQwaNAj3799HUVGRRBcAI0eOxMCBA7F+/XpYWlry1B9QU1Pj+VlTUxODBg0SeuwR5suXL+jVq5dIn3Xu35I72yQvL0+sIJG4ynai1qpVC2pqaiIXnf5VGjRoAA6HIzTgPXLkyBrpuPnZHBwc+IJ3Bw8exOLFi4XWAeHe1EhyM1r2syCMvb09m4blzp07yM7OFqmoVVZWFlJTU2Fubg4pKSkkJCSw55Zly5bB3Ny80uvAevXqQVVVVYx39PvhcDjYu3cv3N3dkZ+fD2dn52pLPVGZAQMG4NixYxIfK8sqKirCkCFDsHDhQowePZrntUWLFuHYsWMwNjaGl5cX6tevj5iYmJ9SQLUsZWXlGrlXKC4uxqRJkxAXFwdPT0+MGDFC5HVHjBiBoKAgsWsjVOfAIe7sFFNTU77jy5QpU4S2P2/ePKxcuVLs9mrVqoWnT59i0qRJOHnyJMLCwsAwDCwsLGrs77Ny5Ur2uu/s2bNQV1fnW+6ff/6BtbU14uLioKGhgQcPHoidVz07OxtWVlbIzMzE4cOHBY5srYqioiKcP38eu3btwosXL7Bx48ZqS3n3O6poIALDMDA0NGQD5jIyMmjYsCEaNmyI/v3749OnT7h27Vq17o+gc6GWlhZ77/0727NnD/bv349x48Zh+/bt2Lx5M4yMjCocZX7ixAkwDFPl1HIVXUPk5uZixIgR0NfXr5HtV5fhw4fj3bt37M8BAQGYP38+z3PlFRcXY+zYsWwnPTem87MK0depUwccDkeiztSaZmVlxXPNPnLkSJ7Xy/5NZWVlMWfOHISHh+PFixeYMGFClWfrVkRQuujGjRvj+/fvYqc+EzbgV9hj4Echb1FTfQpy/vx5mJqaQkpKClu3bkV0dDQOHTqE9u3bC12HRpj/5hiGgZ2dHZYvX45Tp07xXWhXpip/4NLSUujo6LAfVO4BTNCXUNIP0OPHj+Hk5CRwSt+AAQNw584d9OvXD69evcLQoUNhZmbGs4woN6xcTk5OiI2N5Tm5cQOooqzfpk0bdgqaqLp27cq37ZCQEMjKylaYt1bUHJKCiJJzW5jqKJYiiLy8PBQUFBAWFoZOnTohPj4eAHhyyItCSUkJmzdvRv/+/Su8USlfyIdhGGhoaIidW6u4uBibNm0S6fNdr149DBkyhE1LwTCMSAH6YcOGwcLCAkePHq3S311c+/btYztJpk6dyhYmTk1NxZkzZ+Dl5QUA2LBhA+rWrYs5c+bg+PHj7A2SJClufiVpaWn4+PhAX18fxsbG7I1sQEAALl26xKZgkpSmpia+fPmCgwcPSrQ+wzCYOXNmtQbMBSl7QVpZEKigoACysrJ8MyY8PDzQp08fHDp0CLNnz65wG+J+x4Ef3yUfHx+x1wMgUr696sA9JhQUFPz2HdLcc3ZycrLA18eMGVNtRT9/NzVxo8jhcDBs2DD2725hYcEWaS5v5cqVcHd3R0lJCTQ1NaGoqCjS6Npz585h3rx5AmcTckcSqaiooFGjRmjVqhW6d++OgQMHVnsAShw5OTnVmvrvxo0b8PDwYFN/bNu2ja9OSk3q378/Dh48iNu3b4s8tVmYJ0+e4NWrV5g2bRosLCywadMmtpN64cKF7EwCLkVFRWRmZlapTa6srCyhI/LNzc3Za9H8/PwaSd3o7e2Ne/fuYeHChRJNUx88eDDu3r2Lxo0bS/R9ro6BQ127dsWjR4/Yv0lwcDA2btwoMDVSUVER1q5dC39/f4kD5hcuXMCIESOwfPlyhIaGsgOHxJ15VZn79+9j6dKl+Oeff2BsbIxdu3YJDIL7+fnBxcUFsrKy+Ouvv3Dz5k2JguXjxo3D48ePsXbtWrE6TkRVWFiImTNnQlpaGqdPn+ZLhfdvtG3bNr5c7H5+fnBycmIHhwnSrFmzn5J65ncfUAD8qG/h6uqKPn36YO/evYiLi8PGjRuxfv16dO/eHcuXL0e/fv141vn69SsuXbqEjh07omfPniK3xS08Dvw/rmJgYFDpsa1s6iJxZx+ZmJiItfzPIiMjg9atWyMqKgqlpaXsMfpnBPiB/382f8fC4devX0dJSQmio6NhY2ODv//+m33tw4cP7DV7Xl4eAgICsGnTJsjLy2PVqlVwd3eHubk5Bg8eXK379OLFCyxZsgSZmZm4ffs2z9+Je68n7t+ud+/e7HVH2TppgwcPhpycHBiGgYODA3r37g0TExOoq6vjwYMHEt/rcTgcTJs2DQ0bNkSPHj2QnZ0NVVVVnDt3DufOnRO4jpqaGlvzoarXSBQw/wk2btyIjRs3ivVh5I6KluTgww2ecteNjY1FVFSUwIBqRkaG0A+aMN+/f8fo0aNRt25doR0BQUFB+Pz5M5o1a4YrV67gwIEDPHlGuTk0RekZvHnzJt68eYNBgwYhPj4eDRs2xM2bN1FaWipS8aLywXpRCBrVlpOTg/T0dLGKa4lCU1OTHf37u9HR0UFkZCT7MzcXsKT5Tisr6lJRL6Go6tSpAwUFBYkDd6IGzOXl5eHj44MWLVpUOfeyONatW4eJEydi1KhReP78Ob58+QIfHx+kpqaiWbNmMDc3x61bt+Dn54ddu3ZVqbjT78TOzg5fv34Fh8NBWFgYli9fDn9/f4mmT5f18uVLfP36FXXq1GGD0n5+fhg3bpzYN5Y1iXtRI8oF4po1a3D//n2+adPcVCUHDhwQGDBPSkrCyZMnMW/ePCgrKwssrCXM169f4ebmBktLS77iqx8+fEBpaSmaNWuG3NxcfPjwAa1atYKsrCy+fv2KgwcPwsrKSuwieVXRqFGjGitaW13k5OTYYsmkejRv3hzFxcX4+++/oaenB3l5eWRlZeH58+fsMtxRphoaGrC3t4eUlBTGjh0rUio5ExMTtGvXDqWlpSgpKUFJSQmKi4sxevRoTJkyBfr6+khLS0NKSgoePnyIY8eOgWEYdOjQATNmzIClpaXYs51EwS0wWF5hYSGOHDlS5SJMubm5OHPmDPz9/fH48WOoqanBw8MDM2fOrFKRd0n069cPDMMgNDS0ygHz7t2749q1a7C3t8exY8dw//59BAQEQF9fH82bN+fLja2kpITc3NwqtcmVk5MjsPBbfHw82rdvzwbMu3btWi1TnMubM2cOZGRkMH/+fIm3we2gHzp0KPr27SvWPU11FTbW0dFhU3U8fPgQAITOzBk+fDh7npREgwYNcPDgQRgbG4PD4WDOnDk4duwYUlJSAIAd7HDx4kX2/R0/fhwcDkekQS+fPn2Cra0t7t69i7p162LXrl1C1zt16hQWLlyIvn37YteuXXj9+jUuXrwo1vt58+YNpk+fjpcvX2LDhg2VdrRLqk6dOli3bh3bxvbt20VO//OnYhiG7x6Y+/PPCjxWpGXLlhLl/r98+TL7ea8M99rGz88P9evXF2s28fv37zFjxgw0b94chw8fhoyMDJo2bYoXL17g6NGj2LVrF8aMGQNjY2Ns3bqVHVm7d+9eFBQUSFQQc9SoUQB+nO/8/f1hbGxco0HbGTNm8OWijo+PFzrz7mfixgGkpKTYmI4ov4uSkhI4OztDSkoKMjIybLwrPDwcGRkZqFOnDjQ0NNCgQQO0adNG4Da/fPnyWwbLgf+nUuRmDCg7oK6goIAN/F67do1NK+Li4gJlZWW8fv0aDg4OiI6OrpbUxYWFhdiwYQN27NiBWrVqwd7eHsXFxTy/O4ZhJBrQMGfOHCgrK2P58uWYOXMm1NTUsHz5csyYMQMqKipwc3ODvLw8jh49iq1bt0JbWxtqamowNTWV6L0wDIM9e/Zg+/btOH36NBiGgaKiIh4/fix0nQYNGrDXSVW9rqaAeQ35/v07oqKi2Iv23NxcsQodcXvrJPkDMwzDkwPp6NGjiIqKYkeelhUTEyN2wFxBQQGBgYEwMDBgi2+VdePGDTg7O2P8+PHYuXMnJkyYAGdnZ3To0IEtjMk9uIry/uTl5dkcY9z/FRQUqu1iWlRDhgzB4sWLkZOTw1dMqrzo6Gix8m7/rMDc27dv+dKiBAcH4/379+zPX758EXqxxr1pE7fgYUFBAVsRWhju6D8VFRW0atUKQ4YM4RsZIIqtW7cKzQF2+/ZttGzZkif9BFdOTg4+f/4sdoqDn50SQVlZmR1xr6Ojg0+fPgEA2rVrh8jISDx//hxz5syBmZkZJkyYUO0jm2rKpUuX2Its7kX0oUOHeL7n3EDE3LlzYWxsjOTkZPj7+/NsR5Jplvb29khPT8fhw4dRv359LFq0CH379mW/l9ycfsJUVxXuinAvTkXpZGzWrBl8fX3ZwBHw42LUw8MDEyZMwMmTJ3H//n2egotv377FmDFjkJWVBTMzM4EFeCvbv6NHj6J79+5swLywsBCenp7Yvn07+vfvj+PHjyM6OhqjRo3CgwcP0Lx5c5SWlmLdunVo164dWxjnZwgNDf1pbVWFqqqqyDefpGLc/NA5OTk4deoU1q1bxxb9FPR5mDhxIu7du4fDhw+LPKqSW4cA+NHJ9fjxY/Y81q1bN77aEampqbh27Rp2796NuXPnwtPTE+vWrRM51Vd5kZGRePr0KaSlpdkZYtra2igtLcWGDRvAMAzftZO6urrIaa1WrFgBhmHYQr/p6em4cuUKbt26hfz8fHTv3h07duyAubl5tQfKz58/L3IhM+BHcNLFxaXKOUnbt2+PGzduYMuWLdi8eTOGDh0KT09PgYFKRUVFcDgcZGZmVtt13b59+3hG3JZ/PzU1ClFRUbFKwXLg/0HvAQMGsDMURcW9D/qZU+65RQironnz5lBTU4O0tDQiIiIQFhbGvmZnZwcAWLVqFYAfxyRbW1uRZ4mqqqoiNTUVq1atgrW1dYX3GaNGjUJ+fj57zPn8+TMKCgpEyvubkpKCc+fOYfXq1ZCRkYGfnx/GjBkD4EfnmzipsERNMWBrawtzc3PY29vD0tISTk5OPy2N07/Z0aNHoaqqyuat9/HxYb+X3NcEpZGStJh2WFgYz2deFAcPHhR5sBLXzZs3ISsrixMnTvAca+vXr48FCxZg9uzZ8Pb2hre3N3r37o3AwEA0a9YMe/fuRbt27URKsVYWwzDw8PAAACQkJMDf3x8rVqyo0dmlY8aM4avP9OTJk18SML9x4wZ2796N48ePQ0pKCoqKimx6T27QW5R7IW4xdO6AAm79ovIjhRmGgaysLLp164Zx48bx5JufOnWqSOm+OBwOz/UO95zCTedSdjlBz5dVnbO4SktLsXr1aowdO5anzs2KFStw9uxZ+Pn5wdbWtsrtTJw4EdevX8eECROwatUqgbP1t2/fLtG2J0+ejEaNGmH58uWwtLRE8+bNeR67ublh06ZNaNasGfbs2QMXFxe0aNGiSrG78ePHY/z48QgNDcXixYvx7ds3ODo6VjgDjttJXdXrCAqY14CUlBSYm5uzo4bV1dXRs2dPsT4k3INPTYw0KkvSC0NuDqLs7Gye59++fQtra2v06dMHu3btgrS0NFvleebMmbh37x5q167NBqCq6/2VlJSwI8RiY2PZi8hXr16xjyWpyuvq6spOocrOzkZRURFMTU0rDJh/+fIFr169EquDZMKECQB+HJDL/pOWlmb/ycjIQFZWFrKysqhVqxZq1aoFdXV1GBgYVJgmpqyEhAS+UWZ3797ly1XMMAwuX77ME1AD/l+sVZwR5l++fMGECRPw+PHjSkc76+rqIi0tDUePHsXOnTthYGAAf39/sVOyAD8upvbs2cMeLIEfNxC7du3iKcZXUFAAX19fbNu2DXp6eggPDxe7rV/l5s2bPKOApaWlERISgtq1a1cpxQ/Xjh07eKaTlRUSElJpMF6c48v27dtx7949nueE3axz810KmpYqScB88uTJmDdvHoYOHYrz58/zHKtjY2P5vgflcfNw16SsrCyRj5fW1tbQ19dnjyvp6el4/fo1Zs+eDQ8PD1y5cgWnT59m39eLFy+wcOFCKCkpISwsjK+IsSSuXbuGJUuWIC4uDt27d2dvNADekYPq6uqoVasW2/EjCu76P3MUlq+vL89Ib+457OzZs3j58iXf8pcuXUJCQgLf8wzDwMXFReR2VVVVce3aNZ6bA+5sg4CAANy9exfy8vJQVlaGtrY2WrdujY4dO0o8O02U5/50FRVfL3+dpqenBw6Hg9u3b/Ok3hBFfHw8TE1N8fXrV6xevRqampo8I9mBHyNgLC0t2Rv6sLAwWFlZYdKkSfDy8hJ7FFVISAj2798v8P3VqVMHQ4YMwZQpU3imqYqTpuvChQv48OEDz7Y5HA6kpKQwZcoUzJw5E23bthVrn0WlqalZ6bEYAJu7PD8/H1lZWWIHzDds2IDc3FwsX76cveaRlpbG0qVL0a9fP9jY2MDe3h6PHz/Gxo0beW6kuTf01Rkw/1OdOHECgYGB7DGvefPmlf4tyn7/ftZ9UFm1atUSuwPizZs37CASDocDe3t7KCoqIjU1FV27dsWhQ4cQGxuLfv36ISkpCVpaWmwqg379+glNuSWIoqIiO0pelPdStoOOG9jLzs4WWtCc6/Xr13B2dkajRo1w4cIFnlGSU6ZMwZ07d0TaB4ZhxCowqq6ujhMnTsDLywtr1qzB58+fheb7jo+P5zteJyUlSTQq+t+s/AAiV1dXga9Vx7k+PT290mXEzZUszLRp02BiYsKXk5lLQUEBLi4uMDU1xZQpUzBmzBi0a9cO2dnZVa57JE5a2V+huutoeHl5Ye3atdDV1UViYiIaNmyIzZs3s6+Lc6yWk5Nji18CP2IEzZs3h5eXF0xNTZGdnY3U1FR8+PABjx49wuXLl7F48WKsXbsWS5cuxezZs0VOWWJoaIjXr1/zPW9jYwMbGxu+5xctWiSwDp24xzGu8kU/4+PjwTAMZs+eDQUFBWRlZaF27drsdYa2tjY72HT27NlVDtI7OjrCyckJPXr0ELhvRUVFNT7giztwWFdXFwkJCXB3d8fatWurtE1jY2P07t0bixcvxqJFi/Dy5Uuez2NZ1ZXnngLmNeDly5f49u0bgoOD+aaDpqWlQUFBAQzDIC0tje3JSk5OZm/GCwoKUFxcLNIXJS8vDytXruQJAP4qmZmZsLS0RIMGDRAYGMh+QJWVlbFz506MGzcOW7ZsgaurK9ujWB09dgzDICMjgx3FVbb6PLfYQtnicuKoXbs2e5GpoKAAVVVVJCQkVBigVlNTg5mZmcgVioEfoz/btGkDdXV1cDgcpKWlISYmBt26dUNxcTFKSkrw7NkzdmpuUVERvn//zp4Uly9fLlKx0T59+rAdORwOB3p6eli5ciVP79zTp08xatQobNu2Dc+ePcPevXuhpqYG4Md0K4ZhxDoZW1lZISYmBgEBAWjVqhV27tyJoqIingvdwsJCMAyDvXv3sjfgFy5cwIIFCzBu3DiEh4eLXck8ISGBb5RD2d7m4uJiBAQEYMuWLUhOToaBgQGbx1xcaWlpcHd3B8MwAkfw1RQpKSn06dOHJ8ivoaGBpKQkvH//vkrFZgDg3r17QkfivnnzBm/evKlwfXEuJoODg9njYdmby7K+fPkCfX19aGlpwcLCAs7OziJvvyJdu3ZFx44dkZOTgxEjRvDtN4fDwYEDB5CYmAg3NzccOHAAHA4HNjY2VT7xi2rEiBFi3ch3794dly5dgomJCWxtbXHlyhWoqamBYRiMHDkSFy9eZD/vDRo0gJGREdasWVMtxQavXr0Kc3Nz9OjRA0pKStDT00OLFi3Y18v/fhs0aICPHz+KvP1Hjx5h2rRpQush1AQ/Pz+8evWK7/mQkBCEhITwPR8eHi6w803cgHnLli1x584d3Lhxg+f5Ro0a4d27d3jz5g3y8vKQmZnJ3ohqa2tj8eLFYucdtrCw4AvQln+Oe+xetmwZ1q9fL9b2fwccDofNP8rNvVlSUgIOh4Po6Gi+m4ewsDAoKCjgxIkTWLVqlcRB0L179yIpKYnn3MAwDDZt2gRNTU04OjqiU6dOuHbtGpycnHDo0CEMGjRI7Bz1y5cvh6OjI0pLS/H9+3fk5ubi48ePiImJwY0bNxAcHIzg4GCYmZnB29tb7NFxDx48QHp6OtLS0vDx40c8f/4cz58/x61bt+Dv749Dhw6hU6dOmDFjBiwsLKp1dHCvXr3Qq1cvkZbljvKuLDAoSEREBO7fv4/Q0FBs376dZ4Rfr169EBUVhVmzZmH//v348OED/Pz82E6HsgFzUS1fvhy9e/cWa1biz1JaWirRdXpISAjmzJkjcFZh+aJg5b8TXNzvqbjtDxs2rMK6RYKuz/Lz8yEtLY1Zs2aJXWxyzZo1uHr1KmRlZTF16lQ8efIEFy5cwNq1a7Fjxw5YW1uzsy24/8vJybH7UZ0zMZydnTFmzBiBuZnLfjYr+140adIEOjo6iI+Px44dO7Bu3Tr2PDBkyJAar9uzcOFCaGtrw9HRESUlJTA1NeXp2ONwOAKLOo4ePRrp6ek1ktP/TxUVFcXm0ed20JSWlkJbW5t9LTExke1ElURkZCQSEhJ4ZklwB5uUvfeOjY3FzJkzcejQITRp0qRK7wuA0GB5We3bt8e1a9fQp08fPH78GOPHj+dLGygJDocDZ2fnSoPEHTt2lPha9fr163yDSbg/h4SECCzyy03TWR3f0e/fv8Pe3h7nzp2DpaUlNm/eLPBevLCwUOIUKdxjfu3ataGurg51dXXo6enBwMAAFhYW2LJlCy5fvgwPDw8sW7YMYWFh8Pf3F+l8aWxszJO2s7CwEKdPn0avXr14Pn8cDgfHjx9Ht27dqrXDraSkhK/oJ/AjNsU998nIyKBjx44YNGgQZsyYgRkzZsDQ0FCsY1h+fj7u378PJSUlJCUlsQF4YbUg3r9/D1tbW3To0EFooFkcggp9MgyDoqIizJo1C3///TeuXLmCK1euYN26dZgzZ47YtQXLU1ZWxv79+9GkSRN4eXkhMzOTL4MC8OMapjrS91DAvAYMHDgQjx49EngRxP3icDgcdioLh8NB27Zt2Zvd0NBQfPv2TaSDwdOnT+Hr64v9+/eDYRi8evUKxcXFP3VEBldaWhrq1KmDw4cP841YGjhwIIyNjbF7927Y2toiMzNT7AAo9+Jy5cqVUFdXR1paGjgcDpSUlHjybHPl5OSw05IlVbYnHgBcXFxw/fp1nDhxQug67969Q+PGjcX+gi5ZsoS9OT59+jRmzpzJE3BRUVHB+vXreW6gMzIyMHPmTOzcuVOkgLm0tDTfDX/t2rV5nuP+7fr374/r16+jX79+8Pf3Z9Pp1KpVS6yA+Zo1a6CiooKmTZsiNjYWHA5H4IhxDocDHx8fODg4gGEYmJqaomnTpjAyMoKHh4fQ4leSSE1NxdChQxEfHw9jY2O8f/8eAwYMEDuH+sWLF3Hq1CmUlpayecznzp370woW9e3bFw0aNGA/J48fP8bMmTNx4cIFTJs2jS/IJi5fX182fZK4uB0yoir7fSl/c8lVu3ZtMAwDf39/WFhYoF69elWeMg78GI1x/fp1JCQkYPLkybh+/TrPSCWGYTBu3DjExsZixYoV7FROGxubn5ZnU5J0Ja1atcKpU6dgamqK6dOnsyPyBwwYgMOHD+PFixdgGAbKysrVWpthwIAB2LNnDyZMmIC5c+cKHD1e9gKrUaNGYo0wl5WVhZqaGtavXw+GYRARESF2YW1xnTlzhic1T1ZWFvr27YtNmzbByMiIfZ7D4aBTp05wc3OTqH5GeXv27BFpudLSUsTFxeH27dvs+eDWrVvYt2+fSNcDgmZECZuV1blzZ56bsd91lFV5HA6H7fwFeGtmcAsUlR0h9+XLFzx69Ahr167FsmXLcPnyZXbWhiQ8PDzYVCsfPnyAmZkZjI2NYWhoiKlTp8LFxQVycnLw9vbGrFmzJBqprayszBcM4567XVxc8O7dO7YY/atXrxASEiJWUFlGRgZaWlrQ0tJC+/bt2U68kpIS3L59G0FBQQgKCoKjoyM8PT2xevVqiXNWVgX3uCaJkJAQbN68Gd7e3hg1ahRfaghlZWWcOHECrq6u2LVrF4YPH45Tp05BR0eHvX4SNWCemZmJ/fv3Y/fu3b9dvZH379/DysoKR48eFbso7cCBA7FlyxY2n2lZa9asYe9vuKlJAGDevHnsteWTJ0+Qn58vUTCZe32enJwMV1dXKCoqomHDhmjUqBE7gKe8efPmISMjo8Jre2E8PDzAMAxCQkJw+fJl3Lp1C3p6ehg5ciROnz6NAwcOiD07RRJJSUnYv38/9u3bBysrK7i7u/N8B+Tl5cHhcPhmBguiq6uLqKgoLFq0CPv378fjx48RFBQEFRWVarnmEoWlpSWkpaUxe/ZsLFq0iCcV4eHDh4WuR8FyXnJycuysZO7Pwl6T1NmzZ/HkyRO+tEJlO6cSExPZ+9efnVJ106ZNSEpKgpycHG7cuIH09HSBweaKlN1nOTk56OvrV5g/mauyFK4VEZRKl6ui9GQNGjSAp6enxO1yPXz4EOHh4fDx8eEZjFheWlqa2INtiouLMW/ePAwaNAiamppCz3/379/H2bNnERQUhJ07d7K56S9cuFBph3/5GE5GRgZOnz4NGxsbvsEIx48fx8SJE2FtbS3W+xCme/fuePfuHd/zL1++RMOGDQH8yEjx6tUr3Lp1Czt27MCOHTswc+ZMsVLPAT+O/WPGjGHrIrRo0QLt27dH3759YWpqyhPj2bNnDzw8PMDhcKrtvmnSpEnscaXs4zdv3uDq1as4cuQI9PX1oaenBy8vLxw8eFCiwtqCuLm5oU6dOvDw8ICysjLfwMfMzMxqubaigHkNEXTyOX78uEjrduzYER4eHnyFHgQxMDBAdHQ0Tpw4gQ0bNsDX1xcXL17EvHnzYG1tDVlZWbRt27bCXE9VPXFx12/evDkiIiKELrds2TKEhobi2rVrPAcMUbRo0QLp6el49eoVAgMDMWnSJGhpabGJ/wUFOjdu3MiOjqiqefPmITs7G0pKSjAzM8Pp06fRqlUrtGzZkufi4+PHjxg5ciQMDQ1x4MABidsTNQChrKwMY2NjXLt2TeKRQMLad3Z2hp2dHezs7GBqaopt27ZhwoQJkJOTE2v0VNlRC/Xr18e2bduELtutWze8f/8eu3btgqmpKfr374+FCxdiw4YNsLOzq7DHPD8/H9++fWN/zsjIAPDjpqn8Z1xTUxPjxo3D+PHj0aZNG8yaNUvs6VZhYWGYOnUqtLW1Ub9+fTx69AiamppIT09nA3mPHj0CUPHfU9xg0/Hjx3H16lUAwOLFi9nZDq9fv2ZTihw8eBAGBgZYs2YNpk+fLtb2y6rJ3HzieP/+PZYuXcqeCFu2bIkDBw7A3NwcLVu2lDjfb3ny8vI4fvw4NDQ0MGnSJPj6+op0HP6dderUCTt27MCcOXMQHR2NLl26oG/fvjAyMqqRWhAMw0BGRoYNLGpoaODhw4fYuHEjzpw5w05dNzMzY4+dSUlJYgVkOnXqhJs3b+L58+fo27cvzp8/j+vXrwu8+Kso/YY4yhck5R4D1dXVBR6XVFVVa3wUXllSUlJo2rQpmjZtCgsLCzg6OuLkyZOQlZXlK/5aXmpqqsCRGaL62Te/VeHt7Y2CggI4OTlh9erVqFevHlJSUrB+/Xps3LgRixcvRlpaGg4dOgRZWVkoKCjA2toaJ0+exIULF0QOmEdFRfHV+tDU1GQ7Ecvm/Lxw4QI0NTWRnZ2N7Oxs1K5du8bSmjRr1gzHjx/H2rVrsWXLFkybNg2nT5+u8rWDtLQ0+vfvj/79+2P16tXYuXMnfHx8MHXqVIwaNQo7duwQK/WLIFFRURJ1nLu6uoqUyoVLVlYWLi4uGDVqFKZNm4aNGzciOjoa+/btYwO9DMNg7dq1aN26NRYtWoThw4fj/PnzqFOnDjgcDs+1SEXq1auH2NhYhIeH49SpUwILTnJH8peVkJCAmJiYGin2yXX37l28evUKRkZGOH36tFhpDRUVFQXmQO7YsSM7y7FTp05sQKFjx454+vQp+zgjIwPx8fEC682IKjs7G6dPn0aDBg2Qm5vLXhPWqlULQUFBGDFiBCZMmIDTp0/j5MmTEgeCdXV1ERAQgKioKNjY2GDatGk4deoUO4r15MmTGDduXLUdJ2fPno2GDRti3rx5PAOrtLW1cfPmTaxYsQKBgYEIDQ3Fxo0b2WA993qO+3uojLKyMg4cOIAOHTpg1apVMDExwfnz58UONErK3NwcNjY2cHZ2ZmcbAD9Gyufl5aFPnz7Q0tLC8ePHkZSUhAULFvyU/SL8OnbsiOPHj/Pdh3Kvt7Kzs/HXX3+hVq1aOH/+vFj3/8LExcVh+/bt2LRpk9BBAR8/foSdnR3u3LmDqVOnYvr06Rg6dCiWLl0q1j26mpoaT6epuro6bt++XeX3IIympiZ7nMzKysKFCxd4AtZ3796FqqoqWrVqxbeunJxclQOE3GNV//798fjx40rTot67dw/NmjUTq42SkhIcPXoUbdq0qXC2soKCAk6ePAljY2OsXbsWqqqqWLNmDWbPno3AwECx2vyZgzukpaXx9u1bHDlyBIMHD2YLxnp5eSEnJwcBAQFYs2YNRo0ahQMHDiAlJQWenp7YuXMnnjx5guDgYLHbtLGxgba2Nl6/fo1nz57h5MmTWLx4MYYNG4aRI0ciMDAQd+7cgaGhIXbs2CF2Rzjw416jZ8+e7Cj2soM1yw4gGzZsGPr3748nT56w5ykFBQWYmpri9OnTYgXMy+eiL2/hwoX4/Pkz9u/fj44dO/Kkqn3z5g3f/ZskKGBew3x8fNgDTdlRaBXJzs5GaGgoFi5cKNLyurq6WLp0KTZs2IAxY8bg9evXcHJywp49e7B+/XoMGzaMZ0pKWaqqqmIXdytLXV0dN27cEGk0fLt27RAaGorWrVtj2bJlsLKyEqstaWlpFBQU4MOHDyguLsb+/fuxfft2NGvWDC1btkSrVq3Qpk0btGnTBo0aNULXrl3ZwGJVXb16FVJSUqhbty6uXr3KTmmrVasWunbtihEjRmDw4MGYPHky8vPzJaq+LemB/Pv372zO8+rCPTANHTqUvdCwtbXFq1evICMjI/LNYHmZmZkiTU1LT0/HtGnTEBERgVmzZuHMmTOVFhkKDg7G7Nmz+fLRlg08MAyDyMhIGBsb8xys1dXVxS6s17lzZzg5OaF9+/ZwdnZmR0gfOXIEHz9+hJmZGTvtavLkyZCRkQGHw8GgQYOQmZmJQYMGAfiRD/L69esij/B4/fo17t+/Dw6Hg+vXr7PHl9atW6Nbt25Yv349Ll68CDc3Nzbn6p/syZMnMDc3R1FREU9KjEGDBsHOzg5z5sxBZGSk2Cf+yMhINqULdxR979692dfr1q2LSZMm8XxeJb3hjY2NhaOjI+rXr49atWqBYRhcu3YNBQUFqF+/frXnQM/MzOQJ1hkYGCAkJATa2tpsmhvuyBXuKPPy6W+4RC3YxeXh4YFatWqxacI0NDSQnJwMLS0ttG7dGunp6UhISEDTpk3ZkTfS0tJijTDn4gZwZs+ejb///huHDx9m8wNyubm5QUlJiZ3BtWzZMjZwwK26/jvz8/MTafYQFzfX4p49e5Cfn8/OZBOmuLgYBgYGaN26NaZPn45x48aJlUZDWloaPj4+Ik2N/tUYhsGUKVOQk5MDJycnmJmZQVtbG7GxsVi/fj369OmDgIAAGBgYYOHChVBQUMCIESNQq1Yt9OnTp8JRjVyPHz/G0qVL8ffffwtMGVAWh8MRGvA0MjLiqb9R3ZYvX4709HQcOnQI27Ztq9Zgk6qqKlasWAFLS0s4Ojri/PnzePnyJU6dOlWlafjp6em4ffs2DA0NK501kZycjJiYGPTr10/ia6N27drh+vXrmDVrFi5fvoxhw4bh3LlzPDdfkydPhpaWFqZOnQpjY2O4u7sDED0oCfw415iZmaFBgwYCA+aCArlr165FYGAgW2OnJkyaNAkFBQVYsmQJxowZg3PnzklUC6hRo0bs36uiQTXlrV+/XqyODmF8fHzQv39/5Obm4vXr1/j7779x7do1uLq6wt3dHcXFxRg9enSVR7wZGhri6tWrGD9+POzs7NjAYFxcHOLi4tgO/0uXLrGzqsS9puBwOEhOTsbJkyfh7++P1atX89xL6evr4/Tp07h8+TKcnJwwc+ZMhIWFwcvLiw2iifPZBMAG5hcvXoxRo0YhLCysyp1fgqSlpbHnkbS0NHz+/BmWlpYYMmQINm7cyLPsgQMHUFJSggkTJiA/Px++vr4UMP+FOnXqhPz8fKxbt46d1VC2yGhpaSm+fv0Kc3NznsKOZTEMA3t7e5HbvHTpEvz8/PD+/XsEBATwxCHS0tKwbds2+Pn5QVpaGtu2bWOv5e3t7eHt7Q17e3t06dJFpLbevHmDvn37IioqSugyCgoKUFFRgaqqarWk1+KOCk5NTcXy5ct5ikBevHgR0dHRNRK0t7S05En/WFmwPDo6GtevX6+W1B6CtG/fHqqqqrh16xZGjx6NRYsW4c2bNwgKCsKDBw8E5uf+Xbx9+xYBAQEIDAzEwIEDsX37dhw8eBCWlpbo3LkzGjZsiKFDhwL48XvetGkThg0bJnGHR/fu3Xlmi378+JGdMXfhwgUAgKmpKQ4dOiTxe1q2bBkMDQ2Rm5sLDQ0NvlH8lRkxYgRyc3PFqmUwceJEmJiYID8/H7KysgLvUTZu3Ih//vkH169fZwPmWVlZCA0Nxfjx48XaR0EoYF7DOnTogBs3brA9SxkZGZVOh/Pw8ICGhobYefQAoF+/fjhw4ABOnTqFFStWwMLCAq1bt2Z7goQZPHgwrl27JnZ7wcHBmDdvHvz8/DBo0CDk5uZWGPzR0NCAlZUVGIbB3LlzRW4nPT0dW7du5Unx0KVLF0yePBlxcXF4/vw5Lly4gOzsbDAMA0VFRTRp0kSsvLhlxcTEQEtLi+ekZ21tzQYuCgsL8f79ezx48ACRkZFYv349O4Xm7NmzQjsoKsLNCSstLc0W1Rw2bBhkZGTYv9+ZM2cAAD179mQDWTk5OXxVtKuThoYGzp8/D0dHR2zbtk3ifPALFixAWFgYIiMjKx2hsnv3bowYMQJWVlYIDw9HZGRkpTe9BgYGPCMp7969i0OHDrEBMQ6Hgzlz5uD48eMIDQ1lR88rKSlBQ0MDz549E+v9aGpqwsnJSWA1+MaNG4NhGPj4+GDBggV4/fo1OnbsyBZg4t50cv8X54Z+1apVmDhxInr27InHjx/j/fv3bC7h5cuXY/To0bh9+zasra1x8OBBrF69GsCPopocDkekojy/i5iYGIwaNQo6Ojo4fvw430XoihUrEB4eDltbW1y6dEmsbdevX5/txPz27RvevXsHIyMjcDgcvH79Gr6+vrC3t4e/vz+7jqRFEWVlZZGXl4cHDx6wqaR27dqFXbt2sXnsqnPkw5IlSxAUFFQt2xL3u15cXAxbW1scP34cO3fuhIaGBjIzM2FhYYGpU6eyF70bN25kU97s378fTk5OEhfKa926NdavX4/Nmzdjw4YNOHXqFFRUVKCnp8dT8EdXVxcvXrxgf/6TUomIUqTq/v377KgUhmFEuijOy8uDtbU1zp07h1mzZsHDwwPz588X6yakQ4cO+PDhg0TBNElxR2hXV3HTsq8xDINjx47Bzs6OnbXQtWtX7NixA7GxsTz5+MtTVVVFYWEhtm3bhk6dOlWanktQjYhLly5hx44diIuLE6sj8NKlSyIF4Jo3b46WLVti48aNuHfvHrZs2QIzM7Mq55Qsr0WLFrhw4QIWLlyIwMBAmJiY4MKFC1UKmjMMg6NHj1YakAgICMD8+fOFBmdEpaSkhGPHjsHDwwNeXl4wNjZGcHAwzwjJoUOH4vTp0+zMDoZhJDrPlv9cqqurC6yPwFXZdX1FHjx4UGEn/cOHD2FkZITp06ejbt26sLW1xdixY3H58mWxRxI+ffqULVQsqoiICDx69Eis4nypqalYt24dWrZsidatW7M31WWL3nbt2hVdu3bFrFmz8O7dOxgaGqKgoAAJCQk8AVtJJCYmYtGiRQgLC2M74d3c3KCrq4tu3brh9OnTeP36NXr27ImoqCi8evVK4JT9ijAMg/Pnz+PGjRtwdXXF3LlzERISgu3bt/MEtoYPH44BAwbAw8MDu3fvxoMHD7B7924AkhUpnzZtGnJzc+Hm5oaZM2eKPGNaHBMmTICCggLc3d3RpUsX3LlzB4GBgXB3d4ehoSEWLlyI+fPnQ0ZGBmpqaux3rFOnTkhOTq7y3++/gnue4A4giomJYT8T4eHhfHU8RJnBqa+vDxkZGXh5efGdg9zc3NjHu3btEnqOEjdgbmtrizp16mDx4sUYPnw4goKCIC0tjblz5+LGjRsoLS2FhYUFXFxcoKOjw67n6OgIX19fbNiwASdPnhSprbFjx6KwsLDS8yv3WNO4cWMYGhpi5MiRYs+Azc7O5oldcB+/ePGCbb9ly5Y4cuQIbty4IfAzX7duXYlmON66dQsbNmxgU1Pl5eVVeC5LTEzE9OnT0blzZ0ydOlXs9oAf9+qVdYCrqanxdA5s2rQJAwYM+C2D5SUlJdizZw/u3r0LY2NjMAyDXbt2YcWKFTA0NMSqVasgKysLOTk5LFmyBO/fv8f79+/Z9aWkpCodICgqJSUl3L17F1lZWRg4cCAyMjIQHByM6dOnY8uWLWKn0SktLcX79+9x8+ZNbN26FUOGDIGtra1Y1wRt27Zla76Jqnbt2vj06RPGjBkDExMTuLi4CPxsenl5QVlZGZ8/fwaHw4GLiwvy8/NhZ2cnclvCUMC8Bp05cwaOjo5QVFTEkCFDoKCggLVr11Y6DYg71UfSnGIMw2D8+PEYPnw4Vq1aBT8/PzAMA11dXbRp00aibZZXWloKFxcX7N27Fy1btmS/dCdPnqx0NFydOnVw9epVnlyiFTl37hwcHR1RXFzMc0DmTv8tKykpCW/evMHr169x584dvHjxAp8+fRL7xDF69GikpKRAU1MTLVq0QEZGBp4+fYr79++jbdu2UFJSQuvWrdG6dWtMnjwZlpaWuH37NkpLS7Fw4UL4+flVOrqsvHbt2kFPTw8lJSV4+/Yt4uPjoauri6KiIvZmIyIiAhcuXICUlBT69++PBQsW8EwTqymysrLYs2cP1NTUsGvXLsTExIi8bmlpKebMmYNTp07B2tqazWfZsWPHCtfLycnBt2/fYGNjI1Lgp0mTJjw34sXFxTh06BBPz+KcOXPg5OSE9PR0bNu2Db6+vliyZAnq1avHFt2tTmZmZujSpQumT5+OmJgYLFu2rFpyXgsqsAH86DAzMDDAjh070KdPHyxYsAAzZsyAlJQUO/INQLUWYqtJLVq0wJw5c+Dg4IC6devy3ejJyspi8+bNGD16NPbs2SNWod1WrVqxI8q4RWm5P2/btg0aGho4c+YMhg0bhvT0dPTr14+9YC47an/SpEm4e/duhSd/XV1d3Lx5EwDYor4pKSlISUlBcnIy0tPT2QBgdZg2bRoGDBjA93xSUhI0NDTY2Q779u3D06dPYW1tzeY5ripuYURXV1cYGhpizJgxbNu6uroCf0/cEZsfP34U+7jJxTAMnJyc0KFDB8yYMQMyMjLw8/Or9DjzJ2AYhmd0kTC1a9cWexqnkpISVq5ciZUrV+Lu3bvYs2cPnJyc2AK8XBV16nBfq+6ZEhXhBhKrEiB5+PAh1NTU8PnzZwDguUkdNmwYbt26xV7btGvXDhwOB8+fP68wYF72ux4bG8vzmqD0QD179sSRI0fQvHlzdjRt7dq1sX37drGCjBwOB5MmTRLphn7+/PlYsWIF5OTksG7dOowbNw7r16+v1joGXDIyMti+fTvq1q0LHx8fWFhYIDw8vEZGqNYkNzc3KCoqwt3dHSNGjEBoaChPB0OvXr1w5swZdmRefHx8lduUk5OrluJ0ghw7dqzCGQzHjh3D6NGjoa2tDTMzM8jKymLatGkYN24crly5InKqlIKCAjg6OiI5ORnnz58HwzA4efIk+x0RJiwsDKtXrxarEGFiYiLOnTvHpsvidn65ubnBwMAAHTt2ROfOndlZh2vWrIGamhq8vLywYMECDBw4ECdPnpQ4HVJubi7Cw8PZmVMdO3bE+fPn2U6vEydOQEZGBq1bt0Z+fj5b/NnGxkbstgYOHIiIiAisX78e27dvx4ABA3D06FE2RR/w4ziydu1aDB8+HDNnzsSoUaOqdJx2cHDAs2fPcOrUKaxduxbLly+XaDvCjBs3Dvv27cOQIUPw119/wd3dHVOnTkVUVBSeP3+ODRs24MyZM9i+fTtUVVXZEczcYG10dPRPqynzpyp/nih/v16+ULionxdZWVk0atQIZmZm7Oc6JiYGBgYGmD9/Pg4ePIjCwkJYW1tj7ty51ZIiAfgxQ7dBgwaYMmUKhg0bhosXL7KzvCdPniyww1lFRQWWlpY4cOAA3r59K1KRx5s3b/JdE5WXn5+P9PR0JCcn4/79+7h16xabcmTVqlUifzYjIyPZgYVl9e3bl33M/ftVVBvBysoK27dvF6nNkpISuLm5Ye/evdDU1MTbt2/RqVMntnhzRVq3bo2zZ89KPJMrNDRU4MCB8hiGYWerKisrV5hT/VcaMmQInjx5AhMTE7bukYWFBYYOHYpZs2ax2SM4HA7PbNiyquN6OiwsDHPnzkVeXh47w4LD4eDAgQNYsWIFbt++DV9fX7FqrklJSeHMmTNISkrCiRMncODAAbaml6gkuV84evQonJycICcnx8YxL126JNK589SpU9UyGIQC5jVk9erV8Pb2hqGhIXx8fHhyASsoKAjNKfr9+3csWrQI27dvx5o1a6q0D3Xr1oWXlxcGDRoER0dHJCYmYvny5dVSfGbr1q3Yu3cvbGxs4OHhwTfSZf/+/QLXe/HiBby8vLBv3z5s2bJFpB4mdXV1TJo0CQsWLEBiYiJPrtWvX7/i06dP+PjxIxISEth/Li4uGDt2LEJCQvDixQuxA+bbtm1DXFwcPn78iHfv3qG4uBjBwcEIDg6GlJQU9PT00K1bNxgaGuLp06e4ceMGTpw4AS0tLUyfPh1GRkY4cuQIm3ZDFBMnTmSLUJw5c4Yt2MaloqKC7du3o3fv3oiMjMSpU6cwevRoTJw4EVu3bpWoCnDdunUFdswI+7t4eHjg1atXfBdVFXF1dUVQUBA2bNjAc3L49OkT+vbtKzAHG/BjFH90dDTi4+ORnZ0tcQGv8nR1dbFs2TI4Oztj06ZNcHV1hZycXLUUyu3WrRtq167NE+ho2rQprly5gilTpsDKygqBgYEip2cSR1paGpSVlTF9+nTY2tri3bt3GDNmDDw8PNCzZ092dNGfgntS5V58C9OvXz+MGTMG69evx/jx48XuMQeEf951dXVx8OBBjB49Gh8/fsSUKVPY6XPA/yuQi9NTzjAMNDU1oampKXaRWVH16tULvXr1Yn/Ozs6Gp6cn9u3bhxUrVrAXwKamppgwYQJOnDiBAQMGVFsBmLFjx2LIkCFwdHREQEAAm/JF2GhZbW1tcDgcfPr0SeKAORe3AJ+FhQWbK6+6OgMESU5Oxtu3b/meT0tLk6iw1K/E/dx8/PgR69atQ1BQEJSUlDB//nx069atxtu/f/8+O7MuJycHHA5HYIdHYWEhUlJSICMjw87ek4S1tTVPgPnAgQPsLCCANx1RkyZNIC0tLVZncVkcDgezZs3imzm4f/9+XLt2DZcvX4ahoSHWr18PDoeDv/76S+Sg5IgRIyoM4pdXdnT0wIEDMWDAAAQFBcHFxaVacssKsmbNGqSkpCAoKAgLFiwQeo0oipSUFOTm5la4DDdompycDEVFxSoVXuNasGABateuDRcXF1hYWCAsLIxnu127doW7uzs7W0ZSKSkpqFOnjtjriXpTGBkZKdJyZY/Xo0ePxsKFC+Hp6YmpU6ciJCSk0mum+Ph4WFlZ4enTp7CxsUFRURHk5OTw8OFDnDhxQugAnoKCAjAMw5MWQBSdOnVCXFwcMjIy8P79e9y5cwdubm6QkZFBaGgofH19wTAM6tatizZt2uDJkye4ePEiunTpgqtXr8LMzAzm5ua4cuUKz4hUSX369Al5eXls0KS0tBRFRUUoLCxE37594e3tjSVLlqBfv34S5aKXlZXFihUr0K9fP0yZMgUjR46Er68vRo4cybNc3759cf36dZiZmeH169d8HXni2L59O549e4atW7dixIgRIqe0EIWDgwPs7Oxw8uRJbN68GT169ICzszNkZGQwfvx4DB06FA4ODhg+fDh0dHTYziRZWVm0atUKDx8+/E8EzF+9esVXSFeYstemTZo0EfrdT0tLg5mZGcLCwiSeudK0aVN8+PCBp22GYbBixQosXrwYhw4dgo+PDw4ePIhZs2Zh+fLlVS42CvyYIX/69GmYm5vD3Nwcly9frvQ+gFujyM/PD2vXrq20DWH3qcJwryMuXryIDRs2wNLSkq94tDA9e/bkmRn1+fNnzJ07F2fPnuVZbuPGjXj//j1fPKmkpARbt27FyZMnRQqYFxQUwNTUFA8fPsS0adOwatUqnhlc3CCrINz0TwcOHKiwVl5Fli5dWmmtrRcvXmDcuHGIiIhg0z1Wxd69e3Hx4kW+5wMDAyEjIyN2yuCyrKyssGHDBhgYGODo0aPs82pqaggKCsLChQvh7+8POzu7Su9vJZGfnw9nZ2ccOnSITQPDva5jGAY2Njbo06cPLCwsMGHCBOzfv1/sc622tjbmz5+PuXPnIjg4GJs2bWKPS66urtVag+fy5cuwt7fHkCFD4OPjw3NdzOFwsGPHDoH11lJTU+Hm5oZ9+/ahX79+EsXIyqKAeQ2RlpaGs7MznJyc+IIpMjIyfBc0ZcnJycHa2hofPnyAn58f3/QocZmYmKBdu3YYP348Zs2ahcTERIlybJdlY2MDfX19DB8+XODrwnqcxo0bBwUFBaxZswaJiYk4cOBApYUF+/Tpw14Ylc2ze+fOHTZHtIyMDDQ1NaGmpgZVVVWkp6ezI99fvHiBESNGiPX+yl906evrY/LkyRg1ahSeP3+Of/75B48ePcK5c+dQVFQEX19fdkTntWvXMG7cOEyePBlBQUE8gStxCBspVr9+ffbC4NGjR1iwYAGsrKzYKVTiEJayRljb3N5Fcdja2sLAwEBgMM7c3JwnQCFIfn6+RBdwlRWJ0NDQwObNmzFnzhzMmDEDT58+RWJiotg3SvLy8uw63PyjsbGxPG3LysoiICAAVlZWsLa2RmRkpFgBjspwOBy0adMGXl5emDRpEtatW4fPnz+jWbNmmDRpErZs2QIPD48/JninpaUltFNR0N/UxcUFISEh8PT0FOnitzwpKSmhx6E+ffpg7ty52LZtG4YMGSJWb/zv4P379zAyMsK3b98wbtw4nv2vW7cuzpw5AzMzM0yfPh1ubm4SFz4rT0lJCf7+/pg6dSoyMjJ4go/l/4bcqeSSptAqr3fv3jh69Cj++usvmJmZ4eLFizWWLmT58uUCR9qtX78eycnJ8PT0rHIbwgLH5ZUNMl+8eFHi4GeTJk2wd+9eODg4YOHChXB3d4eZmRnWrVtXo8eQWrVqiRT0k5aWxsCBAzFlyhSxOp24n7s6dergwYMHfK+rqqoKHfUiLS2NNm3aiH3c5ra5bds2viKgwI9RqDY2Nrh79y5WrVqFgQMH4tixY2IFlLW0tKo0Ys/BwQERERGIiooSuaipJLZt24ZHjx7h/PnzcHFxkaigMofDETmvNbeGydKlS6ttJp6trS1SU1Ph7e2N6dOn48SJEzzX+NOnT4euri5Px6o4OBwOO3BCXKKO2JK0o3b58uV48uQJbty4gejo6Eo7ImfOnInk5GScPXuW77ypqKiIW7duCVyPw+FgwoQJGDZsGI4ePSp2Z52ysjK6dOkCJSUluLm5YcWKFejfvz++ffuG6Oho3LlzB3fu3IGnpycb8NXR0cGxY8cwaNAgWFpaVjoCvqzt27cjIiJCYGdv+XSJERERPCM2ORwOJk+ejPDwcInSkQHAgAEDcOnSJZibm2P69Ok4fPgw3+dPR0cHhw4dgomJSZXywteqVQvbtm3D8OHD4eDggJs3b1Y5EFGWlJQULCwsYG5ujj179mDjxo3Iy8uDra0t9PX1ce3aNaxbtw5eXl48dYfat2+Phw8fVtt+/GrLly/nu07icDiIjY1l7zFFISUlxR6f5OTkhH73ExMTweFwoK+vX+k9uTB6enqIjo7m22fgx0BBW1tbTJ06FatWrYKPjw8uXLiA7du3V8ssmp49e+Lw4cPsZyc4OLjCTseOHTuyI6NFvWfYvXs3/v77b5H3qVevXpgxYwaGDx8OJycn3LlzR6T11NTUeI6X3PvJ8sfQmJgYLF26FBoaGnwByjdv3iAqKoqvCKsgtWrVQt++fbFs2TIMHDiQ73WGYYR+3kaPHg1bW1usWrUK//zzD/bt2yf24DNFRcVKBweoqqqidu3auH79epUC5lJSUtDQ0MCHDx94OneAH2lW4+PjxU6TVZ6gYtdcDMNg69atkJGRwe7du6GhoVFt91xcMjIyiImJgbe3t9A0Oa1bt8bVq1cxduxYTJs2Db6+vuxsYHFISUlhzJgxGD16NI4fPw53d3c4Oztj0aJFAuOfkjAyMsKePXsEXpsyDINRo0YJTdGnoKCAefPmYfz48Th69GiViuFSwLyGCEuCP2TIkEpvbLj5Xdu0aSNWsDwkJETo1CJdXV2Eh4fDw8OjWka31qtXT2CwvHXr1rC2tq5w3UWLFkFOTg716tUTu3dZTk4ODRs2hIyMDDp27IiIiAjo6OgInZbdqlUrsYs5CjJ48GC0adMGbdu2Rdu2bdk0H/n5+fjw4QPPSBl5eXmcPHkSNjY2IqdZ2LZtG89IjV69evEVGHN3d+e7IO/WrRvCwsJEms4kKi0tLSxdurTaRpo1atRIYBDE0NBQpJt8SUc7TJo0ie/E6uDgwDeqqVmzZjh9+jQePXok0aiifv368RXWrF+/Pnx8fHiek5WVRWBgIDw9PascLJeVlWVHf6mpqbHFpHr27AlZWVncuXOHvegdP3481q9fj7t378LU1LRK7Ypr6dKlEuXXV1JSElikQ0FBAcuXL+e7oG/RogVWrlwJMzMzifazWbNmPFPozc3NeU7A3IDoz8qXp66ujqFDh0o0yrA8PT09WFlZYfLkyQIDVNzj1ezZs6s0ultTUxNBQUFo3bo1z/Pl0yl169YNjx8/5jkmaGlpYdasWRJ1RghqE/jR0bFr1y68f/++WjunuBQUFNjCqcII2i9x6evri5VqiKs6Pjvt27dHeHg4fHx8EBMTg0+fPlV7wNzd3Z0NvHXq1IktTFTdmjdvjri4OPZnYZ+J/Px8oYWSb9y4IdbNoIaGBpvmqbIAaq9evRAWFobDhw/XaE0SQQYPHozDhw9XOJCjOigoKGD37t3Iz8+XKFjepUsXvvOqKKp7Js/KlSvx7t07pKamIi8vj+d8JC0tLXGwvEWLFkI7in8HDMNg//79CAkJEWnWjre3N1RVVQVen1c0mCE/Px/79u3DgAEDsH79ehw7dkyigUNKSkoYN24c2yGroqKCQYMGCZ352aRJExw9elTs+5KWLVvi77//xv79+8HhcLBkyRJ22r23tzcaNGgADoeDtWvXYuDAgTzfb24tJEmDlFz6+vo4e/Yshg8fjunTp+Pp06d8o5BbtGiB58+fVznA3b17d0ybNg1BQUFITU1FgwYNqrQ9QaSlpWFvbw9jY2OsWbOGvTaQkpKCq6srhg4dynP/MHr0aLHz5Iuid+/eEuWCrgpujRtB1NXVYW5uztYtqoyotRTq1KmDadOmVemzMWPGDJ4ZN3Xr1oWlpSXPMgoKCti0aRPMzMwE1iWqiv79+2Pnzp2wsbHBpk2b2PpNwgwbNgw7duxAVFSUSOfcjIwMJCcni7w/3FlG0tLS8PT0FNhhLgoVFRWB14BGRka4evUqUlNT+QLm7du3x8qVK0VOk1I2z3xZrVq1qjCvvLS0NPbt24d27dqhZ8+eYl0fMQwDaWlpdh9LSkqQmprKM7imrHr16uHRo0cib18QJSWlCmcJ5uTkVHmQallNmzYVGODftGkT5OXloaioKFKnRmW0tbUREhKCVq1asTOqKqOuro7z58/D09NTYApPcTAMA0tLSxgbG2P58uWIjY3Fu3fvREp3JMq2BQXLmzZtCmtr6wrP11OmTEFWVhZUVFSqPJuFycjIEK9ENyE/2bdv32BrawsNDQ1YWlqid+/efMtkZWXB29sb58+fR2JiIjQ0NPDXX39h8eLF1RI4IOR3kpWVhYsXL8LS0hKxsbEwMDCocHTZs2fPeIIGvr6+6NWr108t0kcIIYT8CcqeYwXJz89HbGwsLC0t8fz5c77Xv3//XuUg6L8Vd/afoCABd+aohoYGtLW1sXbt2hrL417d8vLycOrUKXh7eyMpKQnt27fH+fPn2VFtZmZmmDRpksQzCETx6NEjfP78uUbbAH68Vx0dHbRq1Qr37t2r0bb+jY4ePYpevXpBT0/vV+/KH6u0tBQpKSl8Adbz589j+PDhlQbIoqKi4O/vj+3bt1dp5CmpGu7M7oruZc+ePcumbWnbti0GDBiABQsWVNsAji9fvmD37t04cOAAXFxcMHPmzGrZLvn3oIA5+e0lJiZCX18fSkpKyMnJQYsWLTBt2jRYWFhAWVkZb968gbm5OVJSUmBqaopmzZrh77//xvXr17FkyRIsW7bsV78FQqpV2QsLUQLmZeXn56N58+ZwdHT8KQVjCSGEkD+JKOdVYcuIe07+L8jMzMSpU6eEvt6zZ0+0a9cODx8+xK1bt5Camorw8HBwOBy+NA+/u+LiYuzevRt9+vThKcJ55MgRnqKj1SUyMhLfv38XOOs3Pz8fGRkZ1VZksSwVFRW0bNkS9+/fr/ZtE1KZ8sfZ4uJigZ2XZcnLy6NZs2YS1axKT0/HgQMHYG1tzc5aIVVz/fp1WFlZ4fz581BWVkaPHj3w7ds3vuXev3+PR48eITY2Fg8ePEBkZCS6devGpkGVVEJCAry9vXHkyBHk5eWhYcOGcHJyqjRVLPnvoZQs5I8RFBSEzMxMBAYGYsWKFXB3d4epqSkiIyOhpaWFCxcu8EydMzAwQFhYGAXMyX9GQkICHBwchL4+dOhQ6OrqIjc3t9oKPBJCCCH/dTdv3sQ///yD4cOHV5hy5L/i27dvkJGRgZKSElJTU7FkyRKByzEMA3d3d7Rr1w7du3dn072MHz8eQ4YM+Zm7XC1kZGQE1omaNGlSjbS3bds2JCQkCAyYHzp0CMuWLUO9evXQrVs3jBkzpsb2g5CfrexxNjU1FQMHDgTDMOBwOELzJzdu3Bg3btwQuXAqV1paGjZu3AgjIyM2YL5lyxbIyspCRkYGsrKykJOTg5ycHGrXro3atWujTp060NPT++lpff4E3759g729PQwNDdG1a1e8e/dO6N+sadOmPGnczMzMBNahEVVSUhK8vLwQGBiIgoICGBoaYvbs2Rg5ciSKi4uRlJQkNDUM+W+igDn5Y3BzQw4dOhRpaWnw9/eHv78/dHR0EBISwjf9VUNDQ6x8Y4T8icpeMH7//h0REREwNjZGbm4uIiMjMWLECPbxyJEjcenSJbRq1apa8isTQggh/yZXrlzBjRs3AABeXl5Cg99fvnxhHxcWFmLRokWQkZFhgzb/dcuWLcO9e/dw8OBBKCkpgWEYvlH3MTEx6Nmzp8COfiUlpZ+1q1VWUZ5fUTAMg507d0q0ro6OjtCCl+rq6pg2bRrevXuHhw8f4tq1a0hNTcWCBQuqsrukGuTl5YmcY1wQUQpk/9sJOs6GhYUJrX314sUL2NraIiIiQqK0ReXPBWvXrmUD9BXtX5cuXeDv719ttcH+DZYtWwZFRUX4+/uLlcM7ODgYt27dkqhIJdfixYsRGhqKYcOGYcmSJTyFpU+fPg17e3soKiqiY8eOMDc3x5QpUyRui/w7UMCc/JE0NDSwZMkSLFiwgK/oEteXL1+gqqr6C/aOkJ+n/AUjwzA4cuQIeyNa9rGNjQ3atm0LKyurX7S3hBBCyO8rJCQEgYGBYBgGHh4eAMATFCn/GPhR3PHTp08IDw+XuFD5v82AAQNw48YNjBgxAtOmTRO4DPf3d+fOHb6g05UrV6q1KGBNOnr0KFRUVHiKHnLFx8dDRUVFYD2loqIiJCcnV2k0Y4MGDZCTk4OsrCy+39dff/2Fv/76C8CPooU9evSAv78/Bcx/AyEhIRIV9OailE/8GIaBvr6+0PoRbdu2ha2tLQoKCiTefnlbt26FiYkJiouLUVhYiKKiInz//h3fv39HRkYGbt++jd27d8PFxQUBAQEStftv5ODgACkpqUrrzJWWluLVq1e4d+8egoKCcO/ePXTu3BkbN26UuG03Nzc4OzsLLAiuqqoKW1tbxMXF4cmTJ5g/fz4SExPh7OwscXvkz0cBc/LHCAgIwNWrV0Vevlu3btDW1mYPqpSvmfzp8vPzMWzYMBQWFgIA+vXrxz4ur+yFHffxy5cvkZSUBBMTk5rfWUIIIeQPs337djg4OKBnz5749u0b2+Es7PHHjx+xdetW2NnZoVOnToiNjf3Vb+G3YGFhgZEjR8Ld3R379u0TuhyHw4GJiYnAUZpOTk41uYvVasWKFbC2tuZ7XkVFBWvWrBFYQDY6OhqDBg3C0aNHJW5XR0cHwI+UfBV1MCgrK6NPnz4ICQmRuC1SvTgcDrZt2wYAKCgogJOTE2bNmgV9fX0AwOPHjxEQEABvb28AP4KHCxYsoBGvFahodk9ubi5GjBjB/n7FJegYpaCgADU1NaHrDBs2DOnp6bh8+bJEbf4bPXv2DJ8/f0ZxcTFev36NvLw8fPr0CcCPkedfvnxBWloaPn36hPj4eBQVFYHD4aB58+ZYs2YNZs2aBVlZWYnbr2iGtZGREYyMjAD86NAcOXIkAgMDKWD+H0cBc/Lbk5aWhoaGRpVONgzDUMCc/PGkpKTQrl07ZGVlISYmhudxZTgcDq5du4aGDRuiQ4cOP2FvCSGEkD+PoA5nYY85HA769u37RwV3fxYlJSVs3rwZ/fv3FxrkYxgGN2/e5HtOQ0PjX19cj2GYKqfvadCgAYAfAfM2bdpUuKyioiJKSkqq1B6pPgzDsN+L3NxcODk5YfDgwRg2bBiAH3+vgIAAdpmSkhIsWLAAffr0+WX7/DvhcDjo2LEjALCfawMDg0q/U2Vn2f7zzz+VtpOVlYWcnBwAP1JfFhUVVRiw/fDhAxo2bMgu07hxY2RkZFTazn/Fjh07BBaBZhgGZ86cgbKyMjQ0NNC1a1eMGzcObdu2RdeuXfHp0yfs3r27SimwsrKykJGRIVJeeVlZWQwcOBBbtmyRuD3y70ABc/Lbq1+/PmJiYrBmzRrY2dmJlGbF398f/fr14ykSQcifTk5ODrt27UJMTAxCQ0N5HleGYRiMGTOGvhOEEEJINdHV1cXJkyd/9W781lq1alXh64KmxhPR6OjogMPhIDEx8VfvCiE/3ahRowD86HDw9/eHsbFxlUYfl5eYmAh9fX02CG9iYgJXV1csXLhQ4PKPHz/G+PHjMX78eKxbtw7Aj3z15P9WrlyJRYsWsYVS69Spg/j4ePTv3x9v3rxhl9uzZw8sLS1Rr149AMDz589x6dIlfP36VeyUu0VFRfD19YWnpyfatWuH8+fPi7SerKwsFfEmFDAnfw4vLy9YWFhARUWFr5insrIyUlJSoKOjAzk5OVy6dAm1atWi4CD5Vyo/yo3D4cDHx4ctICTscaNGjahQECGEEEJqXEFBAVxdXWFqaip0GQ6Hg2HDhkFFRQWtWrXCkCFD0K9fv5+4l3827gjz+Pj4X7wnhPxcZetMJCQkwN/fHytWrBCaw1wSKioq2LZtG5KSkrBhwwYsWrQImpqaCAsL41v27t27GD9+PLS0tDBr1iz2+dzcXCoEXUaDBg2QlpaGDRs2wNPTEwAEFsB1cXHBkCFD2IB5w4YNweFwEB8fL1bAPDQ0FK6urvjw4QP09PTYug6EiEr0srSE/GLcHr64uDi0bdsW+vr67L/Dhw+jS5cu7JRYdXV1pKam/srdJeSnWrlyJXbs2AEOhyPwMSGEEEKq19evXzFz5kx2yj754cuXLxg5ciQOHDhQaf0hXV1dFBYW4ujRoxgzZgxGjBiBlJSUn7Snf7a6detCUVERCQkJv3pXCPlluAHp6g5My8vLY8qUKRg1ahQYhsHIkSORkpICCwsLMAzDBnrz8/MxefJktGvXDuHh4dDV1WW30aFDB6xatapa9+tPl5GRAT8/vwqXKT+ymzvgS9RjXVFREcaNGwcrKytwOBzs3bsXjx49ohoARGw0wpz8sc6ePYvExETY29tj5MiRcHJyQmBgIMaPHw81NTW62Cb/GdyLNm4RMmGPCSGEEFJ90tLScOHCBSgpKcHLy+tX785vw8rKCjExMQgICECrVq2wc+dOtngbV2FhIRiGwd69e9nZchcuXMCCBQswbtw4hIeHo06dOr/wXfwZdHR0RErJkpSUBHl5+Z+wR4T8fBwOB87OzpCRqTi81bFjR4mCptxj16JFi9CmTRts3boVLi4uiIiIwPLly3HkyBF07twZcnJyPOtRgFZyZTtAVFRUoKCgIPJsGllZWWhra2PNmjWYOXOmRKl6KB0LAShgTv5QDMOgf//++PDhA4D/V4k3MjLC/Pnz8ddffyE2NvZX7iIhNeLz58/sjVF8fDzPTVJlxclev34NPz8/bNy48SftLSGEEPLv1apVK7i6usLNzY1NG0iANWvWQEVFBU2bNkVsbCw4HI7AIp7clHIODg5gGAampqZo2rQpjIyM4OHhgQ0bNvyCvRffgwcPUKtWLYGv3bt3T+Dznz59AgCEh4ejU6dOlbZx9+5dlJaW8j1fu3ZtvH//Hnfu3BEY4CktLUV0dDSuX7+Odu3aVdoOqTn79u2DiooKioqKfvWu/PHKftbl5OSgr6+Px48fV7qeoqJilds2NjaGsbExrl69ikWLFmHQoEGYPHkyDAwMqrzt/yoOhwMPDw+cOHGCfW7kyJE8HSAFBQVizabx8fGp0j49evQIdevWrdI2yJ+PAubktxcXF4clS5aINM3KyckJVlZW2L17N0pLS9GvXz/Uq1cPixYtwoABA2p+ZwmpQbm5uejQoQM7EqtDhw7gcDgiT0GMjo6Gr68vZs+eTfn9CSGEkGpgZ2eHEydOYNGiRfD19f3Vu/Nb6Nq1K/u4fv362LZtm9Blu3Xrhvfv32PXrl0wNTVF//79sXDhQmzYsAF2dnZo3Ljxz9jlKjl27BiOHTsm8LWAgAAEBAQIXXfDhg1YvHgxpKQqzpQ6duxYFBYW8j3PvQ40MTERui6Hw4GcnBycnZ0rbIPULH9/f7x+/bpaC1P+F6mpqWHp0qXsz+rq6rh9+3aNtFVYWMh+74qLi1FaWgopKSlcuXIFLVq0wL179+Dh4YG4uDgAwLNnz9CsWTMoKChg0qRJmDp1KoYNG1Yj+/Zv06NHjwq/G0FBQRIXOI6KihKrA/bz58/4+PEjRo8eLVF75N+DAubktxYXF4fevXtDU1NTpOUVFRXh4+MDHx8fREZGolu3bnj8+DEcHBzw/PnzGt5bQmqWvLw8Dh8+jMTERCxduhSBgYHsY1GMHTsWLi4uCAwMxMqVK2t4bwkhhJA/y8OHDxEVFQUAOH78OFtkvvzjpKQkdh2GYbBhwwZcuHBB4Ajg/7rMzEyR0hKkp6dj2rRpiIiIwKxZs3DmzBkUFBT8hD2smn/++afK26gsWA4AK1asQElJCd/zt2/fxpUrV7BkyRKho2dVVFRgaGgIPT29Ku8rkVxERATCw8OxZ88e3Llz51fvzh/rzZs36Nu3L3usFkRBQQEqKipQVVWVeJRwYmIi9PX12YFJw4YNg42NDTZt2gRPT0+8fPkS3t7eWLduHfvdnDdvHsaOHQtHR0dkZmYiIiKCAuYiYBgGRkZGMDIyErpMXFycxAWOi4qK8OXLF5GX19TUxPDhw6mTkVDAnPzedHV14erqimnTprFpVyrTv39/yMjI4ObNm/Dy8sLTp09pdDn5V5CSksLIkSPZdENlH5f15s0bNl1R2ceZmZmwsLDA8ePHKWBOCCGElBMYGIjAwEAwDANbW1v2eUGPy87u6t27N3r37k3pAMtZsGABwsLCEBkZCXV19QqX3b17N0aMGAErKyuEh4cjMjJSpEDyr/Thwwd4e3ujadOmGD16NE+xP67nz58jNDQUnz9/RmFhIdq3b48ZM2aInU/czs5O4PMqKiq4cuUKRo8ejbZt20ryNshPIicnBxMTE3z//p0C5lXAnW1RWY5p7jG6cePGMDQ0xMiRI2FsbCxyO/Xq1cO6deuQkpKCbdu2wc7ODsOHDwcAhISEYM+ePVi0aBEiIyPh6ekJAGjWrBl739W6dWu8fv1akrdIBNDS0sKjR48kWnfAgAH0nSMSoYA5+e0Ju0C8c+cOm8eKO+qHq169eigqKsL379/B4XCoaAP5z+BwOOjVqxf7mS/7eN26dZg6dSr27NmDBw8eoEePHr9yVwkhhJDfytq1a2FpaYmRI0fizZs3Qpd79+4djI2NMXbsWJ7n8/LyanoX/wilpaWYM2cOTp06BWtraza3e8eOHStcLycnB9++fYONjQ0OHTr0M3a1SlJSUhAQEAApKSmsXr0aHTp0wPjx42FmZoa8vDw4OTnhypUrkJaWhra2NoqKinDy5ElcvXoV586dq5Z90NHRAYfDQUJCAgXMyX/CzZs3K53Nk5+fj/T0dCQnJ+P+/fu4desWjh49ijZt2mDVqlUijfquU6cObG1t8erVK2zfvh1mZmYICQlBVFQUFi1aBEdHR/Tt2xcDBw7Eu3fvEBgYiCZNmuDvv/8G8KPGxYULF6rlPf9XeHt7w9vbW+BrBQUFlRZ1rUxhYSFMTEzQtWtX9OrVC7179660M5f8t1HAnPyROBwOTExM2EBgSEgIz+tKSkoAfoyoVVJSwpIlS376PhLyszVs2JDvu1CWlpYWmjVrBg0NDVy8eJEC5oQQQkgZSkpK7M1zRekAMzMzAYCveJ+MjAx69+5dczv4h3B1dUVQUBA2bNiA2bNns89/+vQJffv2RatWrQSuV1hYiOjoaMTHxyM7OxvKyso/aY8lxzAMbt++jadPnyI0NBRr167FihUrICcnB01NTezYsQOjR49m06W4ubnBx8cHaWlp0NDQqHL73Bm44hTDI78nUWoSiVq36N9M2PFDmMmTJwMALl68iA0bNsDS0hJOTk4ip7QsKy8vD97e3ggODsaePXugrKwMGRkZ1K9fH0OHDuWZ/du0aVOkpqbiy5cvUFNTE7utfytZWVmBs3GAH7O1pKWlBb72/PlznDp1CtnZ2WysR1yJiYkoKCiAr68v9uzZA4Zh0KZNGwwfPhxDhw6FgYEBfccIDwqYkz9OkyZN8OLFC57nlJWVcfXqVdSpUwfAj1zmHA4HGRkZaNOmDVxcXH7FrhJSI2RlZdGwYUP2Z27Hkby8PPr06VPp+oMHD2anCxJCCCGEl6gzE2n0oGC2trYwMDAQWDDN3NycDWAJk5+fj9q1a9fU7lU7ZWVlTJgwARMmTMD3799x6dIlxMXFwcHBAbVq1eJZtnPnzuBwOPj+/Xu1tK2trQ0AEuf2Jb8Gh8NhZ1xwjzcODg7s5547S7r8rIxly5bBzMzs5+7sb2j37t3sSG5R9OrVCzNmzMDw4cPh5OQkdnqOsrN1LS0tsWDBAgwZMgQzZsxASUkJdu7ciQULFmDbtm2QkpJCfn4+mjZtCg6Hg2fPnlF62DJ0dXXx+PFjnue4v98ePXoIHdB17do1nDx5EsnJyRIHzHV1dXHz5k3k5ubiwYMHiIqKQnh4OLy8vLB161Z069YN4eHhEm2b/DtRwJz8MZYuXQo1NTVISUkJzGd+4sQJ9rGSkhIcHByoN5f8K+nq6uLp06cAAA0NDbi7u4u1/rp169jp0YQQQgj5vxYtWuDbt28VLqOmpibR6MT/ikaNGqFRo0Z8zxsaGkJLS6vS9f+kYDkAJCUlobi4mP2ZG/RJTU3lWzYnJwcODg4oLi7G58+fAfyYISjpqMZ69eqhTp06SExMlGznJdC7d280btz4p7X3b6Orqwtzc3Oe53r27FnpegYGBjW1S3+cjIwMvpSsFeHOCpKWloanp6fYHVZlv5/t27fHlStX4OnpiQ0bNgAAsrOz4ePjg9TUVFy/fh1xcXFo0aIFpKWlER0dTQHzCoh6Pm3Xrh327dvHdhJWRZ06dTBw4EAMHDgQrq6uiI+PR2hoKKVnIXyYjIwMSu5MCCGEEEIIIYSI6N69exgxYoRYwW7uSEqGYcDhcMAwDF68eFGlIFC/fv3QunVr7Nu3D8CPHPK/e8FUQv4UsbGxGD58OIKDg6Gvr8/z2s2bN5GamoqxY8dCRkYG2dnZSElJQfPmzQEAly9fRrdu3SgQS8gfigLmhBBCCCGEEEKIGDIyMhAVFVWlbeTl5WHUqFGQk5MTeZ3k5GS8e/cOhoaGfK9du3YN5ubmePDgARu0A37kb46Ojoarq2uV9peQ/5qsrCxcvHgRlpaWiI2NhYGBAb5+/Sry+r6+vujVqxfatWtXg3tJCKkJlJKFEEIIIYQQQggRg7KyMkaOHIlz585h06ZN0NPTg4mJCYYPHy5S6jt/f38EBARg4MCBYqWRDAkJwdKlS5Geni5wJHn5HPwRERGYPn061NXV4eDg8EcUUyXkd5GSkgJ7e3tYWloCEL3GBfCjHsPq1avh6OhIAXNC/kAUMCeEEEIIIYQQQiTw7ds3vHr1CtLS0rCzs4OMjAx69eqF/fv3Q1NTU+A658+fx5IlS9CsWTOJ06cISwVT9vmHDx9i0qRJ0NHRwblz5yhYTkgVcb9fCQkJcHBwELrc0KFDoauri9zcXIEFkAkhvz8KmBNCCCGEEEIIIRJiGAa3bt3Cp0+fcOHCBURGRkJDQ4NvuW/fvmHNmjU4ePAgOnbsiCNHjlQ6Gv3bt2+wtbVlf/706RMAwMLCgi9o/uXLF/bxu3fvYGFhgQYNGiAkJAT169evylsk5D+v7Ojy79+/IyIiAsbGxsjNzUVkZCRGjBjBPh45ciQuXbqEVq1aoXXr1r9wrwkhkqKAOSGEEEIIIYQQUkWNGzeGnZ0d7Ozs2OeKi4sRFRWFs2fPIigoCFJSUnBycsKSJUsgI1P57XhJSQkSEhLYnzMzMwEAiYmJfMvm5OSwj2fMmIF69eohODiYguWEVIPyHVQMw+DIkSOIiYlBz549eR7b2Nigbdu2sLKy+kV7SwipKgqYE0IIIYQQQgghVZCfnw9vb29IS0ujqKgInz9/RkxMDF68eMGmaVm5ciUsLS2hqKgo8nbV1dVx69Yt9ud9+/bB2dkZN2/e5EvncvXqVYwfPx4AsHnzZmhpaUFLS6t63iAh/yH5+fkYNmwYCgsLAQD9+vVjH5dXNpDOffzy5UskJSXBxMSk5neWEFIjKGBOCCGEEEIIIYRUQX5+Pg4cOAAOh4OioiLk5eWhqKgIANClSxcMGjQIJiYmYgXLBRGWu7z8a927d69SO4T8l0lJSaFdu3bIyspCTEwMz+PKcDgcXLt2DQ0bNkSHDh1+wt4SQmoCBcwJIYQQQgghhBAxDBo0CGpqauwob2VlZcTGxvIsExcXh+joaNy5cwfr16+Hu7s7pk2bhiVLllSau5wQ8uvIyclh165diImJQWhoKM/jyjAMgzFjxqBp06Y/YU8JITWFAuaEEEIIIYQQQogY+vXrh4iICDx79gwcDge9evXC+PHjMX78eDRo0AAAoKurC11dXYwdOxZubm7Yv38/Nm3ahJCQEAQGBqJTp04St1/RSHMAePv2LTQ0NFCvXj2J2yDkv658uhUOhwMfHx+kp6cDgNDHjRo1QqNGjX7+DhNCqg2TkZHBqXwxQgghhBBCCCGElJWRkYHbt28jODgYISEhKCoqwvDhw7FlyxaB+cOfPHmCqVOnIjU1FadOnUKfPn0q3H5xcTHs7e3Zn9+9e4fHjx/DzMyML2iekpKCyMhIPHjwANOnT0dJSQlOnz5NecwJkVBsbCwMDAzw9etXxMbGokePHpCWlgbwoyCvoMelpaX4+vXrL9tnQkj1oIA5IYQQQgghhBAiptTUVHz8+BHdu3dHeno6ZGRkcPToUVy8eBFnz56FnJwcAKCoqAje3t6YOHEiGjRogNTUVAwaNAi5ubkIDw9HixYthLZRWFiITp06scHx3NxcZGVlQVtbm2/ZgoICfP36FQ8ePEBCQgKmTJmCunXr4ty5c2jWrFnN/BII+RcrHzDnPo6JiUHPnj0rfEwI+bNJVb4IIYQQQgghhBBCyjp//jxGjRoFADA2Noa5uTmaNGmCixcvssHyqKgoGBoaYuPGjbh27RqAH/nPR40ahfbt21eay1xOTg4vX77Eixcv8OLFC7i4uAAAnj17xj7H/bdnzx52vf79+yM0NBTFxcUYO3YskpOTa+JXQMi/1ufPn5GYmAgAiI+PZx8D/Klayj9+/fo1li5d+pP2lBBSEyhgTgghhBBCCCGEVMGSJUtQVFQEKysr9OnTB6dOnYKjoyNMTU1Rt25dXLlyBVOmTAEAJCQkoGXLlggODoa6urpY7XDzKAt7rSx9fX2cOnUK3759w7hx45CZmSnZmyPkPyY3NxcdOnTA2LFjweFw0KFDB4wZM0bk9aOjo+Hr64v379/X3E4SQmoUBcwJIYQQQgghhJAqMDc3R0REBC5cuICMjAzMnj0bR44cwdixY3H16lV07ty5ym0UFhbC2NgY586dg5SU4Fv58sH0du3awdfXF1+/fsWXL1+qvA+E/BfIy8vj8OHD2LhxIxiGQWBgIDZt2iTy+mPHjkW9evUQGBhYg3tJCKlJFDAnhBBCCCGEEEKq6PPnz/D29kZiYiIsLS3Rp08fnDlzBmPGjMHLly+rtO3S0lJMnjwZ3t7e6N+/P/v89evXUVJSAgAYPHgwbt26hebNm/OsO3z4cDx8+BBNmzat0j4Q8l8hJSWFkSNHYsCAAQDA87isN2/e4N27d3yPMzMzYWFhgePHj/+sXSaEVDMKmBNCCCGEEEIIIVXw6NEj9OzZE0lJSbh8+TJ8fHwQHByMo0ePIikpCf3794e3t7fE21+6dCnCw8NRt25d9rk7d+5gwoQJcHZ2BgA8efIEffv2RevWrTFv3jxcunQJeXl5AAAlJaUqvT9CCC8Oh4NevXrB0tKS7/G6detgbm6O5ORkPHjw4FfvKiFEAjK/egcIIYQQQgghhJA/Wfv27eHu7o5p06bxpEsZMWIEjIyM4O/vj4YNG0q07YCAAOzfvx82NjZwc3MDAHz58gU2NjaoX78+FixYAADQ1NTE6tWrER4ejmPHjiEwMBC1atWCoaEhjIyMYG5uDmVl5Sq/V0L+6xo2bIiQkBChr2tpaaFZs2bQ0NDAxYsX0aNHj5+4d4SQ6kABc0IIIYQQQgghRAKFhYWwt7dnf378+LHQZf/++2+cP3+erzhnZZSVlTFu3Dhs3ryZfW7+/PnIyclBeHg4dHR0AAA6OjqYO3cu5s6di+zsbISFheHcuXO4fv06bt68KVbRQkIIICsry9PRxa0RIC8vjz59+lS6/uDBg/Hhw4ca2z9CSM1hMjIyBJfYJoQQQgghhBBCiEDnz5/Hzp07JVp3/vz5GDlypMRtP3nyBOnp6RgyZEily37//h1///03+vbtK3F7hPzXZWRkIDAwEI6OjiKv8+3bN6ioqNTgXhFCagoFzAkhhBBCCCGEEEIIIYQQUNFPQgghhBBCCCGEEEIIIQQABcwJIYQQQgghhBBCCCGEEAAUMCeEEEIIIYQQQgghhBBCAFDAnBBCCCGEkP+kxYsXAwA8PDxw9epVxMXFYe/evUKXX79+PXJycn7W7hFCCCGEEPJLyPzqHSCEEEIIIYT8fA0bNkRycjIYhsG9e/fw6dMnREZG4vv372jQoAHevXuHOnXqQEdHBx8+fEBkZCQmTZoET09P9O7dG0OHDv3Vb4EQQgghhJBqRyPMCSGEEEII+Q8aPnw49u/fj5YtW6K0tBShoaEYPXo0FixYgIcPHwIArKyscP9/7dyxbcIAEEDRnwbR0jGCN6BgAHahZyHWYAIqSzQuPAKNewTJEolc5L0J7tqv093vXS6XDodDu92u7Xbb5/NZeXoAAPgbLswBAOAfGoah2+3W+Xzu/X73er0ax7Hn89nxeGyapjabTcMwdL1eezweLcvSfr9vnudOp9PaKwAAwK/7Wpble+0hAAAAAABgbV6yAAAAAABAgjkAAAAAAFSCOQAAAAAAVII5AAAAAABUgjkAAAAAAFSCOQAAAAAAVII5AAAAAABUgjkAAAAAAFSCOQAAAAAAVII5AAAAAABU9QOxSCR83RICtgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total valid words: 15889\n"
     ]
    }
   ],
   "source": [
    "# 按词频排序\n",
    "word_count_df.sort_values(\"count\", ascending=False, inplace=True)\n",
    "low_freq = word_count_df[word_count_df['count'] < 3]\n",
    "low_freq_ratio = 1.0*len(low_freq) / len(word_count_df)\n",
    "print(f\"low_freq_ratio: {100*low_freq_ratio:.2f}%\")\n",
    "\n",
    "plt.figure(figsize=(16, 9))\n",
    "word_count_df[:50][\"count\"].plot(kind=\"bar\")\n",
    "plt.title('Word Freq Stats')\n",
    "plt.xlabel('Words', fontsize=4)\n",
    "plt.ylabel('Frequency', fontsize=12)\n",
    "plt.show()\n",
    "\n",
    "valid_words = set(word_count_df.query(\"count >= 3\").index.to_list())\n",
    "print(f\"total valid words: {len(valid_words)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "28404f92-e5ca-4515-b057-de0e78389f19",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9418475, 11992710)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from gensim.models import Word2Vec\n",
    "\n",
    "# train model\n",
    "## 1. define model\n",
    "model = Word2Vec(sg=1, window=10, vector_size=128, min_count=5, negative=10, workers=8) \n",
    "## 2. build vocab\n",
    "model.build_vocab(corpus, progress_per=10000)\n",
    "## 3. train model\n",
    "model.train(corpus, total_examples=model.corpus_count, epochs=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "cdc9062e-a2aa-4db9-b110-f8de632b3389",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--> dump the top-k most-like words\n",
      "('她', 0.6726818084716797)\n",
      "('郭靖', 0.6660052537918091)\n",
      "('洪七公', 0.549345076084137)\n",
      "('欧阳克', 0.5112621188163757)\n",
      "('靖哥哥', 0.5110087394714355)\n",
      "('欧阳锋', 0.5033791661262512)\n",
      "('也', 0.49941229820251465)\n",
      "('却', 0.4960896074771881)\n",
      "('庙门', 0.4888291656970978)\n",
      "('在', 0.47865408658981323)\n"
     ]
    }
   ],
   "source": [
    "# word_vec = model.wv\n",
    "# dump embeddings\n",
    "# print(type(model.wv))\n",
    "# print(dir(model.wv))\n",
    "# for index, word in enumerate(word_vec.index_to_key):\n",
    "#     print(f\"word #{index}/{len(word_vec.index_to_key)} is {word}, vector: {word_vec.get_vector(index)}\")\n",
    "# test model\n",
    "print(\"--> dump the top-k most-like words\")\n",
    "for sim_word in word_vec.most_similar(positive=['黄蓉'], topn=10):\n",
    "    print(sim_word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "c41bf0a1-c4d3-46c2-ae25-035faf87f173",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "import seaborn as sns\n",
    "\n",
    "def reduce_dimensions(model, topn):\n",
    "    num_components = 2  # number of dimensions to keep after compression\n",
    "\n",
    "    # extract vocabulary from model and vectors in order to associate them in the graph\n",
    "    vectors = np.asarray(model.wv.vectors[:topn])\n",
    "    labels = np.asarray(model.wv.index_to_key[:topn])  \n",
    "\n",
    "    # apply TSNE \n",
    "    tsne = TSNE(n_components=num_components, random_state=0, n_iter = 1000, metric = 'cosine')\n",
    "    vectors = tsne.fit_transform(vectors)\n",
    "\n",
    "    x_vals, y_vals = vectors[:, 0], vectors[:, 1]\n",
    "    return x_vals, y_vals, labels\n",
    "\n",
    "\n",
    "def plot_embeddings(x_vals, y_vals, labels):\n",
    "    fig, ax = plt.subplots(figsize=(16, 9))\n",
    "    ax.scatter(x=x_vals, y=y_vals, c='#bfa', alpha=.7)\n",
    "    for i, txt in enumerate(labels):\n",
    "        ax.annotate(txt, (x_vals[i], y_vals[i]))\n",
    "    ax.set_title(\"t-SNE visualized word embeddings\")\n",
    "    # ax.legend()\n",
    "    # ax.grid(False)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "x_vals, y_vals, labels = reduce_dimensions(model, 100)\n",
    "plot = plot_embeddings(x_vals, y_vals, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "7ccae13a-bd60-4c6d-9350-53156959259e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "59 59 59\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def tsne_scatter_plot(model, word):\n",
    "    \"\"\" Plot in seaborn the results from the t-SNE dimensionality reduction algorithm of the vectors of a query word,\n",
    "    its list of most similar words, and a list of words.\n",
    "    \"\"\"\n",
    "    wv = model.wv\n",
    "    record_words = set()\n",
    "    \n",
    "    # arrays = np.empty((0, 16), dtype='f') # 2d array: [[word0_emb], [word1_emb], ...]\n",
    "    embeddings = []\n",
    "    word_labels = [word]\n",
    "    color_list  = ['red']\n",
    "\n",
    "    # adds the vector of the query word\n",
    "    embeddings.append(wv.get_vector(word))\n",
    "    record_words.add(word)\n",
    "    \n",
    "    # gets list of most similar words\n",
    "    close_words = wv.most_similar(word, topn=10)\n",
    "        \n",
    "    # adds the vector for each of the closest words to the array\n",
    "    for wd, score in close_words:\n",
    "        embeddings.append(wv.get_vector(wd))\n",
    "        record_words.add(wd)\n",
    "        word_labels.append(wd)\n",
    "        color_list.append('blue')\n",
    "    \n",
    "    # adds the vector for each of the words from list_names to the array\n",
    "    for wd in wv.index_to_key[:50]:\n",
    "        if wd in record_words:\n",
    "            continue\n",
    "        embeddings.append(wv.get_vector(wd))\n",
    "        record_words.add(wd)\n",
    "        word_labels.append(wd)\n",
    "        color_list.append('green')\n",
    "        \n",
    "    # Reduces the dimensionality from 256 to 16 dimensions with PCA\n",
    "    # reduc = PCA(n_components=16).fit_transform(arrays)\n",
    "    \n",
    "    # Finds t-SNE coordinates for 2 dimensions\n",
    "    np.set_printoptions(suppress=True)\n",
    "    tsne = TSNE(n_components=2, perplexity=8, random_state=0, n_iter = 1000, metric = 'cosine')\n",
    "    Y = tsne.fit_transform(np.asarray(embeddings))\n",
    "    print(len(Y), len(word_labels), len(color_list))\n",
    "    # Sets everything up to plot\n",
    "    df = pd.DataFrame({'x': [x for x in Y[:, 0]],\n",
    "                       'y': [y for y in Y[:, 1]],\n",
    "                       'words': word_labels,\n",
    "                       'color': color_list})\n",
    "    \n",
    "    fig, _ = plt.subplots(figsize=(16,9))\n",
    "    \n",
    "    # Basic plot\n",
    "    p1 = sns.regplot(data=df,\n",
    "                     x=\"x\",\n",
    "                     y=\"y\",\n",
    "                     fit_reg=False,\n",
    "                     marker=\"o\",\n",
    "                     scatter_kws={\n",
    "                            's': 20,\n",
    "                            'facecolors': df['color']\n",
    "                         }\n",
    "                    )\n",
    "    \n",
    "    # Adds annotations one by one with a loop\n",
    "    for line in range(0, df.shape[0]):\n",
    "         p1.text(df[\"x\"][line],\n",
    "                 df['y'][line],\n",
    "                 '  ' + df[\"words\"][line].title(),\n",
    "                 horizontalalignment='left',\n",
    "                 verticalalignment='bottom', size='medium',\n",
    "                 color=df['color'][line],\n",
    "                 weight='normal'\n",
    "                ).set_size(15)\n",
    "\n",
    "    \n",
    "    # plt.xlim(Y[:, 0].min()-50, Y[:, 0].max()+50)\n",
    "    # plt.ylim(Y[:, 1].min()-50, Y[:, 1].max()+50)\n",
    "            \n",
    "    plt.title('t-SNE visualization for {}'.format(word))\n",
    "    \n",
    "tsne_scatter_plot(model, \"周伯通\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1868b0d2-8c92-4cc7-8730-9c61db6862fb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# save model\n",
    "model.save('./ltm-w2v')\n",
    "\n",
    "# load model\n",
    "# model = Word2Vec.load('word2vec') "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
